IEEE Transactions on Cognitive and Developmental Systems, Volume 17, Issue 1, February 2025

1) Editorial: 2025 New Year Message From the Editor-in-Chief

Author(s): Huajin Tang

Pages: 2 - 2

2) Sensorimotor Integration: A Review of Neural and Computational Models and the Impact of Parkinson’s Disease

Author(s): Yokhesh K. Tamilselvam, Jacky Ganguly, Mandar S. Jog, Rajni V. Patel

Pages: 3 - 21

3) Speech Imagery Decoding Using EEG Signals and Deep Learning: A Survey

Author(s): Liying Zhang, Yueying Zhou, Peiliang Gong, Daoqiang Zhang

Pages: 22 - 39

4) Mental Workload Assessment Using Deep Learning Models From EEG Signals: A Systematic Review

Author(s): Kunjira Kingphai, Yashar Moshfeghi

Pages: 40 - 60

5) Unveiling Thoughts: A Review of Advancements in EEG Brain Signal Decoding Into Text

Author(s): Saydul Akbar Murad, Nick Rahimi

Pages: 61 - 76

6) Cross-Subject Emotion Recognition From Multichannel EEG Signals Using Multivariate Decomposition and Ensemble Learning

Author(s): Raveendrababu Vempati, Lakhan Dev Sharma, Rajesh Kumar Tripathy

Pages: 77 - 88

7) The Distinction Between Object Recognition and Object Identification in Brain Connectivity for Brain–Computer Interface Applications

Author(s): Daniel Leong, Thomas Do, Chin-Teng Lin

Pages: 89 - 101

8) Regulating Temporal Neural Coding via Fast and Slow Synaptic Dynamics

Author(s): Yuanhong Tang, Lingling An, Xingyu Zhang, Huiling Huang, Zhaofei Yu

Pages: 102 - 114

9) Prepulse Inhibition and Prestimulus Nonlinear Brain Dynamics in Childhood: A Lyapunov Exponent Approach

Author(s): Anastasios E. Giannopoulos, Ioanna Zioga, Vaios Ziogas, Panos Papageorgiou, Georgios N. Papageorgiou, Charalabos Papageorgiou

Pages: 115 - 129

10) SpikingViT: A Multiscale Spiking Vision Transformer Model for Event-Based Object Detection

Author(s): Lixing Yu, Hanqi Chen, Ziming Wang, Shaojie Zhan, Jiankun Shao, Qingjie Liu, Shu Xu

Pages: 130 - 146

11) Automatic Prediction of Disturbance Caused by Interfloor Sound Events

Author(s): Stavros Ntalampiras, Alessandro Scalambrino

Pages: 147 - 154

12) Implementing Brain-Like Fear Generalization and Emotional Arousal Associated With Memory

Author(s): Mei Guo, Douyin Zhang, Wenhai Guo, Gang Dou, Junwei Sun

Pages: 155 - 166

13) GLADA: Global and Local Associative Domain Adaptation for EEG-Based Emotion Recognition

Author(s): Tianxu Pan, Nuo Su, Jun Shan, Yang Tang, Guoqiang Zhong, Tianzi Jiang, Nianming Zuo

Pages: 167 - 178

14) Channel-Selection-Based Temporal Convolutional Network for Patient-Specific Epileptic Seizure Detection

Author(s): Guangming Wang, Xiyuan Lei, Wen Li, Won Hee Lee, Lianchi Huang, Jialin Zhu, Shanshan Jia, Dong Wang, Yang Zheng, Hua Zhang, Badong Chen, Gang Wang

Pages: 179 - 188

15) A Derivative Topic Propagation Model Based on Multidimensional Cognition and Game Theory

Author(s): Qian Li, Long Gao, Wenyi Xi, Tun Li, Rong Wang, Junwei Ge, Yunpeng Xiao

Pages: 189 - 204

16) An Impedance Recognition Framework Based on Electromyogram for Physical Human–Robot Interaction

Author(s): Jing Luo, Chaoyi Zhang, Chao Zeng, Yiming Jiang, Chenguang Yang

Pages: 205 - 218

17) Reinforcement-Learning-Based Multi-Unmanned Aerial Vehicle Optimal Control for Communication Services With Limited Endurance

Author(s): Lu Dong, Pinle Ding, Xin Yuan, Andi Xu, Jie Gui

Pages: 219 - 231

Weekly Review 7 February 2025

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast, and Bluesky):

1. An AI will reflect the data it was trained on. When that data is taken froma highly-controlled environment like the Chinese internet, its responses will also exhibit those restrictions: https://www.stuff.co.nz/nz-news/360562380/watch-we-test-deepseek-censorship-it-doesnt-go-well
2. AI have no concept of reality, so such colossal errors are to be expected: https://dataconomy.com/2025/01/29/top-ai-screw-ups-2024/
3. The number of workers with skills in AI does not match the number of skilled workers needed: https://www.techrepublic.com/article/ai-adoption-australia-google-accenture/
4. There are a few tasks I perform regularly where an AI agent would be useful, but I would want to watch it quite carefully: https://dataconomy.com/2025/01/30/ai-can-now-click-scroll-and-type-for-you-but-is-that-a-good-thing/
5. I'm old enough to remember the dot.com crash. But after the crash, the internet didn't go away. The same with AI, after the bubble bursts, AI will still be here and still be used: https://www.computerworld.com/article/3811828/the-ai-bust-is-here.html
6. How AI is shaping future work: https://www.kdnuggets.com/role-ai-shaping-future-work
7. DeepSeek shows a more efficient way of doing AI, but I doubt its long-term impact on the AI industry will be all that significant: https://www.bigdatawire.com/2025/01/29/ai-lessons-learned-from-deepseeks-meteoric-rise/
8. How to successfully deploy AI at the edge of the cloud: https://www.informationweek.com/machine-learning-ai/ai-projects-at-the-edge-how-to-plan-for-success
9. People are fed up with AI companies stealing their content to use as training data: https://arstechnica.com/tech-policy/2025/01/ai-haters-build-tarpits-to-trap-and-trick-ai-scrapers-that-ignore-robots-txt/
10. Like most other fields, AI can both help and harm gamblers: https://www.informationweek.com/machine-learning-ai/how-ai-can-help-or-deceive-gamblers
11. The changes that speech-to-speech AI will bring: https://www.informationweek.com/machine-learning-ai/speech-to-speech-ai-empowering-a-more-connected-world
12. The computing demands of AI will grow so large that distributed data centres are needed: https://www.theregister.com/2025/01/24/build_bigger_ai_datacenters/
13. Stalkers are now using AI as a tool to torture their victims: https://www.theguardian.com/technology/2025/feb/01/stalking-ai-chatbot-impersonator
14. The confluence between AI and biotech: https://www.informationweek.com/machine-learning-ai/ai-s-key-role-in-the-emerging-bio-revolution
15. Microsoft is using AI to detect scams on web pages: https://www.extremetech.com/computing/microsoft-introduces-ai-powered-scareware-blocker-for-edge-browser
16. Another lawyer using AI to write their briefs, this time in Australia: https://www.theguardian.com/australia-news/2025/feb/01/australian-lawyer-caught-using-chatgpt-filed-court-documents-referencing-non-existent-cases
17. While AI can use words, they need to interact with the real world to learn what they mean: https://arstechnica.com/science/2025/02/to-help-ais-understand-the-world-researchers-put-them-in-a-robot/
18. Rather than waiting for a grid connection, this startup uses off-grid renewables to power their AI data centre: https://www.theregister.com/2025/01/30/startup_datacenter_biogas/
19. Content that is entirely generated by AI cannot be protected by copyright: https://arstechnica.com/tech-policy/2025/01/copyright-office-suggests-ai-copyright-debate-was-settled-in-1965/
20. How AI can fill the workforce skills gap: https://www.datasciencecentral.com/the-role-of-ai-in-closing-the-skills-gap-in-the-business-world/
21. The argument against AI agents: https://www.theregister.com/2025/01/27/ai_agents_automate_argument/
22. While quantum computers pose a substantial threat to security, they can also boost AI: https://www.rnz.co.nz/news/political/540347/y2q-facing-up-to-the-threats-posed-by-mega-powerful-quantum-computers
23. DeepSeek will cause a rethink of some investment into AI, but it won't disrupt the entire industry: https://www.theregister.com/2025/01/31/deepseek_implications/
24. Hopefully this will reduce the amount of rubbish their AI comes out with, but I'm not confident about that prospect: https://www.theregister.com/2025/02/03/openai_unveils_deep_research_agent/

IEEE Transactions on Fuzzy Systems, Volume 33, Issue 2, February 2025

1) Distributed Saturation-Tolerant Fuzzy Control for Constrained Stochastic Multiagent Systems With Resilient Quantitative Behaviors

Author(s): Xiaohui Yue, Huaguang Zhang, Jiayue Sun, Lulu Zhang

Pages: 514 - 523

2) Bayesian Weighting for Multiple Criteria Group Decision-Making With Interval Preference Information

Author(s): Fan Liu, Huchang Liao

Pages: 524 - 536

3) Adaptive Integral Sliding-Mode Control for a Class of Nonlinear Spacecraft Proximity Systems Under Multi-Source Disturbances and Unmodeled Dynamics

Author(s): Yuan Zhu, Xin Ning, Zheng Wang, Caisheng Wei, Shichao Ma, Likuan Qiu, Shiyu Wang, Yunfei Bai

Pages: 537 - 548

4) Hierarchical Fuzzy Model-Agnostic Explanation: Framework, Algorithms, and Interface for XAI

Author(s): Faliang Yin, Hak-Keung Lam, David Watson

Pages: 549 - 558

5) Fixed-Time Event-Triggered Impulsive Secure Synchronization of Quaternion-Valued Fuzzy Neural Networks Subject to Stochastic Cyber-Attacks

Author(s): Lirong Liu, Haibo Bao, Jinde Cao

Pages: 559 - 569

6) Adaptive Fuzzy Control for Stochastic Nonlinear Systems With Delayed Input and Delayed State via Improved Lyapunov–Krasovskii Function

Author(s): Yanru Peng, Shengyuan Xu, Ju H. Park

Pages: 570 - 579

7) Reinforcing TSK Model Interpolation With Rule Weight Adjustment via Location View Analysis

Author(s): Changhong Jiang, Changjing Shang, Qiang Shen

Pages: 580 - 592

8) Parameter-Optimization-Based Adaptive Fault-Tolerant Control for a Quadrotor UAV Using Fuzzy Disturbance Observers

Author(s): Yong Ren, Yaobin Sun, Zhijie Liu, Hak-Keung Lam

Pages: 593 - 605

9) A Terminal Constraint Set-Dependent Mixed Time/Event-Triggered Approach to Multistep Fuzzy MPC

Author(s): Fan Wei, Xiongbo Wan, Chuan-Ke Zhang, Leimin Wang

Pages: 606 - 620

10) Fuzzy-Based Antiswing Control for Variable-Length Cable-Suspended Aerial Transportation Systems Considering the Hook Effect

Author(s): Hai Yu, Yi Chai, Zhichao Yang, Jianda Han, Yongchun Fang, Xiao Liang

Pages: 621 - 630

11) A Brain-Inspired Harmonized Learning With Concurrent Arbitration for Enhancing Motion Planning in Fuzzy Environments

Author(s): Tianyuan Jia, Chaoqiong Fan, Qing Li, Ziyu Li, Li Yao, Xia Wu

Pages: 631 - 643

12) From Fuzzy Rule-Based Models to Granular Models

Author(s): Ye Cui, Hanyu E, Witold Pedrycz, Zhiwu Li, Xianmin Wang

Pages: 644 - 656

13) Adaptive Fuzzy Distributed Optimal FTC for Nonlinear Multiagent Systems Based Multiplayer Differential Game

Author(s): Wei Wu, Shaocheng Tong

Pages: 657 - 668

14) Scalable Feature Subset Selection With Fuzzy Rough Sets and Fuzzy Min–Max Neural Network in Hybrid Decision System

Author(s): Anil Kumar, P. S. V. S Sai Prasad

Pages: 669 - 679

15) Minimum Adjustment Consensus Optimization Models With Fuzzy Preference Relations: The Perspective of Cardinal and Ordinal Consensus

Author(s): Zhengmin Liu, Wenxin Wang, Ruxue Ding, Peide Liu

Pages: 680 - 693

16) A Novel Composite Observer Based Approach for Dynamic Event-Triggered Adaptive Fuzzy Control of Nonlinear Systems Under DoS Attacks

Author(s): Xinjun Wang, Shenghang Liu, Ben Niu, Xinmin Song, Huanqing Wang, Xudong Zhao

Pages: 694 - 703

17) Observer-Based Optimal Fuzzy Control for Networked IT-2 Fuzzy Systems Against Hybrid Cyber-Attacks

Author(s): Yang Li, Ju H. Park, Yang Gu, Yong He

Pages: 704 - 716

18) Generalized Fuzzy Transform and Nonlocal Laplace Operator

Author(s): Hana Zámečníková, Simone Cammarasana, Irina Perfilieva, Giuseppe Patané

Pages: 717 - 729

19) Dual Anchor Graph Fuzzy Clustering for Multiview Data

Author(s): Wei Zhang, Xiuyu Huang, Andong Li, Te Zhang, Weiping Ding, Zhaohong Deng, Shitong Wang

Pages: 730 - 744

20) Fuzzy Secure Formation Control for NMASs: A Prescribed Performance Scaling Framework

Author(s): Dianbiao Dong, Jiahe Huo, Tao Xu, Dengxiu Yu, Zhen Wang

Pages: 745 - 756

21) A ZNN-Based Solver With Adaptive Input Range Fuzzy Logic System for Time-Varying Algebraic Riccati Equation

Author(s): Lin Xiao, Dan Wang, Qiuyue Zuo, Xiangru Yan, Hang Cai

Pages: 757 - 766

22) Fuzzy Min-Cut With Soft Balancing Effects

Author(s): Huimin Chen, Runxin Zhang, Rong Wang, Feiping Nie

Pages: 767 - 778

23) Distributed Fuzzy Formation Control for Nonlinear Multiagent Systems Under Communication Delays and Switching Topology

Author(s): Haodong Zhou, Yi Zuo, Shaocheng Tong

Pages: 779 - 788

24) Observer-Based Predefined-Time Adaptive Fuzzy Prescribed Performance Tracking Control for a QUAV

Author(s): Guozeng Cui, Guanchao Zhu, Juping Gu, Qian Ma, Shengyuan Xu

Pages: 789 - 798

25) Disturbance Observer-Based Boundary Adaptive Event-Triggered Consensus Control of Multiple Flexible Manipulators

Author(s): Wei Zhao, Xiangqian Yao, Yu Liu

Pages: 799 - 809

Weekly Review 31 January 2025

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast, and Bluesky):

1. How to deploy a machine learning model to production: https://www.kdnuggets.com/guide-deploying-machine-learning-models-production
2. AI companies walk a fine line when dealing with the military: https://techcrunch.com/2025/01/19/the-pentagon-says-ai-is-speeding-up-its-kill-chain/
3. AI is one technology that will be used by UK retailers to reduce staff costs: https://www.theguardian.com/business/2025/jan/21/robot-packers-and-ai-cameras-uk-retail-embraces-automation-to-cut-staff-costs
4. Yann LeCun predicts that the current large language model of AI will be superseded in five years: https://techcrunch.com/2025/01/23/metas-yann-lecun-predicts-a-new-ai-architectures-paradigm-within-5-years-and-decade-of-robotics/
5. Tech companies are shovelling AI into everything. Shouldn't consumers have a choice? https://www.theregister.com/2025/01/23/why_is_ai_optout/
6. Using AI to detect potholes. Now use AI to fix them! https://www.theregister.com/2025/01/21/ai_pothole_patrol/
7. A lot of businesses that invested in AI will struggle to get a return on value: https://www.theregister.com/2025/01/22/business_value_genai_elusive/
8. Companies are still struggling to find value in rolling out AI: https://www.informationweek.com/machine-learning-ai/why-enterprises-struggle-to-drive-value-with-ai
9. Driverless buses is the best use of autonomous AI in transportation: https://spectrum.ieee.org/driverless-bus
10. The first AI software engineer is really bad at its job: https://www.theregister.com/2025/01/23/ai_developer_devin_poor_reviews/
11. You know things are getting bad when even the Pope is criticising AI: https://www.theguardian.com/technology/2025/jan/23/pope-warns-davos-summit-that-ai-could-worsen-crisis-of-truth
12. The real issue with sentient AI is how we would treat it: https://spectrum.ieee.org/sentient-ai
13. Game companies are pushing their employees to use AI, despite employees' misgivings: https://www.extremetech.com/gaming/game-developers-are-worried-about-ai-but-studios-are-using-it-anyway
14. If the company board is reluctant to pursue AI, how can they be persuaded? https://www.informationweek.com/it-leadership/how-to-persuade-an-ai-reluctant-board-to-embrace-critical-change
15. LinkedIn has been allowing access to its members private messages for training AI: https://www.theregister.com/2025/01/22/linkedin_sued_for_allegedly_training/
16. How good is AI at selecting someone's outfit? https://www.nzherald.co.nz/lifestyle/what-shall-i-wear-i-trusted-ai-to-dress-me-it-was-really-ageist/TCYC5MVYGFGRBGZ4U7F63J6Y64/
17. If there's too many workers with degrees, it's because successive governments have messed up the funding of universities: https://www.thepost.co.nz/nz-news/360553238/killing-productivity-degrees
18. AI can be useful in finding mathematical proofs, if they are used carefully: https://www.datasciencecentral.com/using-ai-to-solve-the-deepest-math-conjectures/
19. Some of the data biases that affect AI and how to avoid them: https://www.datasciencecentral.com/combating-bias-in-ai-systems-a-guide-for-data-scientists/
20. AI suck at history. Not surprising, they have no grasp of reality: https://www.computerworld.com/article/3806840/todays-ai-models-have-a-poor-grasp-of-world-history.html
21. A cavalcade of AI-bungled news summaries shows that AI still has a long way to go before it can be relied upon: https://www.computerworld.com/article/3806774/apple-is-the-latest-company-to-get-pwned-by-ai.html
22. As we become more dependent on AI, we will be more impacted by outages: https://www.theregister.com/2025/01/23/chatgpt_has_a_thursday_lie/
23. Great, another way to use AI to discriminate against people: https://www.computerworld.com/article/3804964/ai-can-predict-career-success-from-a-facial-image-study-finds.html
24. An AI agent that can do things for you is probably more useful, although I'm not keen on it having too much control of my computer: https://arstechnica.com/ai/2025/01/openai-launches-operator-an-ai-agent-that-can-operate-your-computer/

IEEE Transactions on Evolutionary Computation, Volume 29, Issue 1, February 2025

1) Constrained Multiobjective Optimization With Escape and Expansion Forces

Author(s): Zhi-Zhong Liu, Fan Wu, Juan Liu, Yunchuan Qin, Kenli Li

Pages: 2 - 15

2) Knowledge Learning for Evolutionary Computation

Author(s): Yi Jiang, Zhi-Hui Zhan, Kay Chen Tan, Jun Zhang

Pages: 16 - 30

3) A Tractive Population-Assisted Dual-Population and Two-Phase Evolutionary Algorithm for Constrained Multiobjective Optimization

Author(s): Shumin Xie, Kangshun Li, Wenxiang Wang, Hui Wang, Chaoda Peng, Hassan Jalil

Pages: 31 - 45

4) Evolutionary Instance Selection With Multiple Partial Adaptive Classifiers for Domain Adaptation

Author(s): Bach Hoai Nguyen, Bing Xue, Peter Andreae, Mengjie Zhang

Pages: 46 - 60

5) A Surrogate-Assisted Constrained Optimization Evolutionary Algorithm by Searching Multiple Kinds of Global and Local Regions

Author(s): Yong Zeng, Yuansheng Cheng, Jun Liu

Pages: 61 - 75

6) Evolutionary Multiobjective Optimization for Large-Scale Portfolio Selection With Both Random and Uncertain Returns

Author(s): Weilong Liu, Yong Zhang, Kailong Liu, Barry Quinn, Xingyu Yang, Qiao Peng

Pages: 76 - 90

7) Optimizing With Low Budgets: A Comparison on the Black-Box Optimization Benchmarking Suite and OpenAI Gym

Author(s): Elena Raponi, Nathanaël Carraz Rakotonirina, Jérémy Rapin, Carola Doerr, Olivier Teytaud

Pages: 91 - 101

8) ExTrEMO: Transfer Evolutionary Multiobjective Optimization With Proof of Faster Convergence

Author(s): Jiao Liu, Abhishek Gupta, Chinchun Ooi, Yew-Soon Ong

Pages: 102 - 116

9) Speeding-Up Evolutionary Algorithms to Solve Black-Box Optimization Problems

Author(s): Judith Echevarrieta, Etor Arza, Aritz Pérez

Pages: 117 - 131

10) Evolutionary Multitask Optimization With Lower Confidence Bound-Based Solution Selection Strategy

Author(s): Zhenzhong Wang, Lulu Cao, Liang Feng, Min Jiang, Kay Chen Tan

Pages: 132 - 144

11) Finding the Set of Nearly Optimal Solutions of a Multiobjective Optimization Problem

Author(s): Oliver Schütze, Angel E. Rodríguez-Fernandez, Carlos Segura, Carlos Hernández

Pages: 145 - 157

12) Locating Drone Stations for a Truck-Drone Delivery System in Continuous Space

Author(s): Lingyun Zhou, Daniel F. Silva, Alice E. Smith

Pages: 158 - 171

13) Multiple Tasks for Multiple Objectives: A New Multiobjective Optimization Method via Multitask Optimization

Author(s): Jian-Yu Li, Zhi-Hui Zhan, Yun Li, Jun Zhang

Pages: 172 - 186

14) Benchmarking Derivative-Free Global Optimization Algorithms Under Limited Dimensions and Large Evaluation Budgets

Author(s): Linas Stripinis, Jakub Kůdela, Remigijus Paulavičius

Pages: 187 - 204

15) Multiobjective Multitask Optimization With Multiple Knowledge Types and Transfer Adaptation

Author(s): Yanchi Li, Wenyin Gong

Pages: 205 - 216

16) Toward Evolving Dispatching Rules With Flow Control Operations by Grammar-Guided Linear Genetic Programming

Author(s): Zhixing Huang, Yi Mei, Fangfang Zhang, Mengjie Zhang

Pages: 217 - 231

17) A Bi-Learning Evolutionary Algorithm for Transportation-Constrained and Distributed Energy-Efficient Flexible Scheduling

Author(s): Zixiao Pan, Ling Wang, Jingjing Wang, Qingfu Zhang

Pages: 232 - 246

18) A Flexible Ranking-Based Competitive Swarm Optimizer for Large-Scale Continuous Multiobjective Optimization

Author(s): Xiangzhou Gao, Shenmin Song, Hu Zhang, Zhenkun Wang

Pages: 247 - 261

19) Determining Metaheuristic Similarity Using Behavioral Analysis

Author(s): Lauren Hayward, Andries Engelbrecht

Pages: 262 - 274

20) Characterization of Constrained Continuous Multiobjective Optimization Problems: A Performance Space Perspective

Author(s): Aljoša Vodopija, Tea Tušar, Bogdan Filipič

Pages: 275 - 285

Programming languages for artificial intelligence 2024

Introduction

There are a lot of articles about which programming languages are best for AI. I have previously posted on these in 2022 and 2023, producing top ten lists based on a number of articles on this topic from each year. In this post I will update these top ten lists.

Methodology

Only articles that were dated 2024 were considered. Despite this restriction, the data used in this analysis came from 54 different articles. Each article was from a different author, to prevent duplication. 

I analysed the lists in three ways:

1. The frequency at which a language appeared in the lists, regardless of the position on the list;
2. The median rank assigned to each language across all lists in which is appears, and;
3. A weighted median rank, where the median rank of the language was weighted according to the frequency at which is appeared in lists. This corrects for outliers that were highly ranked on only a small number of lists.

Results

The length of the lists ranged from four to ten, with a median length of nine. The most common list length was ten. Below are the top ten ranked languages, for each analysis method.

In order of frequency, the top ten languages for AI are:

1. Python
2. Java
3. C++
4. Julia
5. R
6. JavaScript
7. Lisp
8. Prolog
9. Scala
10. Haskell

In order of median rank:

1. Python
2. ASP.net
3. Java
4. R
5. C#
6. C++
7. SQL
8. JavaScript
9. Julia
10. HTML

Note that this is only the median rank of languages, regardless of how often they are listed. This has the effect of pushing some languages, such as ASP.net, higher up the list than they would otherwise be. This is corrected by the weighted median rank.

The top ten languages for AI, as ordered by weighted median rank, are:

1. Python
2. Java
3. R
4. C++
5. Julia
6. JavaScript
7. Lisp
8. Prolog
9. Haskell
10. Scala

Comparing this to the weighted top tens from 2022 and 2023, we can see that while their specific rankings vary slightly, the contents of the list hasn't changed. That is, the top ten languages have stayed the same over the years. Python has retained it's top spot once again, and Java stays in second place. C++ and R continue to fight it out for third and fourth, while Julia has entered the top five for the first time.

References

• https://www.index.dev/blog/top-ai-programming-languages
• https://www.coursera.org/articles/ai-programming-languages
• https://www.revelo.com/blog/what-programming-languages-are-used-to-make-ai
• https://www.simform.com/blog/ai-programming-languages/
• https://www.upwork.com/resources/best-ai-programming-language
• https://www.datacamp.com/blog/ai-programming-languages
• https://medium.com/@sphinxshivraj/top-ai-programming-languages-you-should-master-in-2024-3bb3ea38e6b9
• https://www.linkedin.com/pulse/top-10-ai-programming-languages-you-need-know-2024-2025-69zqf/
• https://blogs.cisco.com/developer/which-programming-language-to-choose-for-ai-in-2024
• https://www.netguru.com/blog/ai-programming-languages
• https://www.cmarix.com/blog/ai-programming-languages/
• https://ellow.io/best-programming-languages-for-ai-development/
• https://www.wedowebapps.com/best-ai-programming-languages/
• https://fortune.com/education/articles/ai-programming-languages/
• https://phoenixnap.com/blog/ai-programming
• https://www.tapscape.com/top-programming-languages-for-ai-development-in-2024/
• https://www.springboard.com/blog/data-science/best-programming-language-for-ai/
• https://cyboticx.com/insights/10-best-ai-programming-languages-in-2024
• https://flatirons.com/blog/ai-programming-languages/
• https://futureskillsacademy.com/blog/top-ai-programming-languages/
• https://www.linkedin.com/pulse/top-ai-programming-languages-2024-centizen-ojyoc/
• https://visionx.io/blog/ai-programming-languages/
• https://codeinstitute.net/global/blog/popular-programming-languages-ai-trends/
• https://thinkpalm.com/blogs/8-best-ai-programming-languages-for-ai-development-in-2024/
• https://www.inapps.net/most-popular-ai-programming-languages/
• https://www.hyperlinkinfosystem.com/blog/best-ai-programming-languages
• https://industrywired.com/top-10-programming-languages-for-ai-and-ml-in-2024/
• https://invozone.com/blog/top-8-programming-languages-for-ai-development-in-2022/
• https://nintriva.com/blog/top-ai-programming-languages/
• https://www.appliedaicourse.com/blog/ai-programming-languages/
• https://twm.me/posts/top-programming-languages-ai/
• https://www.addwebsolution.com/blog/ai-programming-languages
• https://litslink.com/blog/8-best-ai-programming-languages-for-ai-and-ml
• https://www.whizzbridge.com/blog/best-programming-language-for-ai
• https://industrywired.com/programming-languages-for-ai-and-ml-projects-in-2024-trends-and-technologies/
• https://www.21twelveinteractive.com/most-popular-ml-and-ai-programming-languages-to-use-in-2024/
• https://www.zegocloud.com/blog/ai-programming-languages
• https://www.zealousys.com/blog/top-ai-programming-languages/
• https://luby.co/programming-languages/best-10-ai-programming-languages/
• https://www.simplilearn.com/ai-programming-languages-article
• https://www.softude.com/blog/best-programming-languages-to-build-ai-apps
• https://www.orientsoftware.com/blog/ai-programming-languages/
• https://www.analyticsinsight.net/latest-news/programming-languages-for-every-ai-developer-2024
• https://zydesoft.com/10-best-programming-languages-for-ai-development/
• https://www.guvi.in/blog/best-programming-languages-for-ai/
• https://www.nichepursuits.com/best-languages-for-ai/
• https://www.aesglobal.io/blog/coding-languages-you-need-for-ai
• https://reviewnprep.com/blog/the-5-best-programming-languages-for-ai-development/
• https://www.turing.com/blog/best-programming-languages-for-ai-development
• https://kumo.ai/learning-center/top-programming-languages-machine-learning-experts-recommend-in-2025/
• https://www.devhubr.com/best-programming-languages-for-ai-and-machine-learning/
• https://www.readree.com/ai-programming-languages/
• https://medium.com/@bogatinov.leonardo/best-programming-languages-for-ai-05aac58f72c0
• https://tikcotech.com/top-2024-ai-programming-languages-developers-guide/

IEEE Transactions on Emerging Topics in Computational Intelligence Volume 9, Issue 1, February 2025

1) A Survey of Human-Object Interaction Detection With Deep Learning

Author(s): Geng Han, Jiachen Zhao, Lele Zhang, Fang Deng

Pages: 3 - 26

2) Exploring the Horizons of Meta-Learning in Neural Networks: A Survey of the State-of-the-Art

Author(s): Asit Barman, Swalpa Kumar Roy, Swagatam Das, Paramartha Dutta

Pages: 27 - 42

3) Micro Many-Objective Evolutionary Algorithm With Knowledge Transfer

Author(s): Hu Peng, Zhongtian Luo, Tian Fang, Qingfu Zhang

Pages: 43 - 56

4) MoAR-CNN: Multi-Objective Adversarially Robust Convolutional Neural Network for SAR Image Classification

Author(s): Hai-Nan Wei, Guo-Qiang Zeng, Kang-Di Lu, Guang-Gang Geng, Jian Weng

Pages: 57 - 74

5) Prescribed-Time Optimal Consensus for Switched Stochastic Multiagent Systems: Reinforcement Learning Strategy

Author(s): Weiwei Guang, Xin Wang, Lihua Tan, Jian Sun, Tingwen Huang

Pages: 75 - 86

6) SR-ABR: Super Resolution Integrated ABR Algorithm for Cloud-Based Video Streaming

Author(s): Haiqiao Wu, Dapeng Oliver Wu, Peng Gong

Pages: 87 - 98

7) 3D-IMMC: Incomplete Multi-Modal 3D Shape Clustering via Cross Mapping and Dual Adaptive Fusion

Author(s): Tianyi Qin, Bo Peng, Jianjun Lei, Jiahui Song, Liying Xu, Qingming Huang

Pages: 99 - 108

8) A Co-Evolutionary Dual Niching Differential Evolution Algorithm for Nonlinear Equation Systems Optimization

Author(s): Shuijia Li, Rui Wang, Wenyin Gong, Zuowen Liao, Ling Wang

Pages: 109 - 118

9) A Collaborative Multi-Component Optimization Model Based on Pattern Sequence Similarity for Electricity Demand Prediction

Author(s): Xiaoyong Tang, Juan Zhang, Ronghui Cao, Wenzheng Liu

Pages: 119 - 130

10) A Deep Reinforcement Learning-Based Adaptive Large Neighborhood Search for Capacitated Electric Vehicle Routing Problems

Author(s): Chao Wang, Mengmeng Cao, Hao Jiang, Xiaoshu Xiang, Xingyi Zhang

Pages: 131 - 144

11) A Diversified Population Migration-Based Multiobjective Evolutionary Algorithm for Dynamic Community Detection

Author(s): Lei Zhang, Chaofan Qin, Haipeng Yang, Zishan Xiong, Renzhi Cao, Fan Cheng

Pages: 145 - 159

12) A Hub-Based Self-Organizing Algorithm for Feedforward Small-World Neural Network

Author(s): Wenjing Li, Can Chen, Junfei Qiao

Pages: 160 - 175

13) A New-Type Zeroing Neural Network Model and Its Application in Dynamic Cryptography

Author(s): Jingcan Zhu, Jie Jin, Chaoyang Chen, Lianghong Wu, Ming Lu, Aijia Ouyang

Pages: 176 - 191

14) FeaMix: Feature Mix With Memory Batch Based on Self-Consistency Learning for Code Generation and Code Translation

Author(s): Shuai Zhao, Jie Tian, Jie Fu, Jie Chen, Jinming Wen

Pages: 192 - 201

15) MUSTER: A Multi-Scale Transformer-Based Decoder for Semantic Segmentation

Author(s): Jing Xu, Wentao Shi, Pan Gao, Qizhu Li, Zhengwei Wang

Pages: 202 - 212

16) Feature Selection Using Generalized Multi-Granulation Dominance Neighborhood Rough Set Based on Weight Partition

Author(s): Weihua Xu, Qinyuan Bu

Pages: 213 - 227

17) A Collaborative Neurodynamic Algorithm for Quadratic Unconstrained Binary Optimization

Author(s): Hongzong Li, Jun Wang

Pages: 228 - 239

18) Global Cross-Attention Network for Single-Sensor Multispectral Imaging

Author(s): Nianzeng Yuan, Junhuai Li, Bangyong Sun

Pages: 240 - 252

19) OccludedInst: An Efficient Instance Segmentation Network for Automatic Driving Occlusion Scenes

Author(s): Hai Wang, Shilin Zhu, Long Chen, Yicheng Li, Yingfeng Cai

Pages: 253 - 270

20) 3D Skeleton-Based Non-Autoregressive Human Motion Prediction Using Encoder-Decoder Attention-Based Model

Author(s): Mayank Lovanshi, Vivek Tiwari, Rajesh Ingle, Swati Jain

Pages: 271 - 280

21) GF-LRP: A Method for Explaining Predictions Made by Variational Graph Auto-Encoders

Author(s): Esther Rodrigo-Bonet, Nikos Deligiannis

Pages: 281 - 291

22) Neuromorphic Auditory Perception by Neural Spiketrum

Author(s): Huajin Tang, Pengjie Gu, Jayawan Wijekoon, MHD Anas Alsakkal, Ziming Wang, Jiangrong Shen, Rui Yan, Gang Pan

Pages: 292 - 303

23) Semi-Supervised Contrastive Learning for Time Series Classification in Healthcare

Author(s): Xiaofeng Liu, Zhihong Liu, Jie Li, Xiang Zhang

Pages: 318 - 331

24) Bi-Level Model Management Strategy for Solving Expensive Multi-Objective Optimization Problems

Author(s): Fei Li, Yujie Yang, Yuhao Liu, Yuanchao Liu, Muyun Qian

Pages: 332 - 346

25) Transfer Optimization for Heterogeneous Drone Delivery and Pickup Problem

Author(s): Xupeng Wen, Guohua Wu, Jiao Liu, Yew-Soon Ong

Pages: 347 - 364

26) Comprehensive Multisource Learning Network for Cross-Subject Multimodal Emotion Recognition

Author(s): Chuangquan Chen, Zhencheng Li, Kit Ian Kou, Jie Du, Chen Li, Hongtao Wang, Chi-Man Vong

Pages: 365 - 380

27) Graph Learning With Riemannian Optimization for Multi-View Integrative Clustering

Author(s): Aparajita Khan, Pradipta Maji

Pages: 381 - 393

28) Applying a Higher Number of Output Membership Functions to Enhance the Precision of a Fuzzy System

Author(s): Salah-ud-din Khokhar, Akif Nadeem, Arslan A. Rizvi, Muhammad Yasir Noor

Pages: 394 - 405

29) Tensorlized Multi-Kernel Clustering via Consensus Tensor Decomposition

Author(s): Fei Qi, Junyu Li, Yue Zhang, Weitian Huang, Bin Hu, Hongmin Cai

Pages: 406 - 418

30) Balancing Security and Correctness in Code Generation: An Empirical Study on Commercial Large Language Models

Author(s): Gavin S. Black, Bhaskar P. Rimal, Varghese Mathew Vaidyan

Pages: 419 - 430

31) Camouflage Is All You Need: Evaluating and Enhancing Transformer Models Robustness Against Camouflage Adversarial Attacks

Author(s): Álvaro Huertas-García, Alejandro Martín, Javier Huertas-Tato, David Camacho

Pages: 431 - 443

32) Deep Learning Surrogate Models of JULES-INFERNO for Wildfire Prediction on a Global Scale

Author(s): Sibo Cheng, Hector Chassagnon, Matthew Kasoar, Yike Guo, Rossella Arcucci

Pages: 444 - 454

33) Dual Completion Learning for Incomplete Multi-View Clustering

Author(s): Qiangqiang Shen, Xuanqi Zhang, Shuqin Wang, Yuanman Li, Yongsheng Liang, Yongyong Chen

Pages: 455 - 467

34) Active Learning-Based Backtracking Attack Against Source Location Privacy of Cyber-Physical System

Author(s): Zhen Hong, Minjie Chen, Rui Wang, Mingyuan Yan, Dehua Zheng, Changting Lin, Jie Su, Meng Han

Pages: 468 - 479

35) Hierarchical Encoding Method for Retinal Segmentation Evolutionary Architecture Search

Author(s): Huangxu Sheng, Hai-Lin Liu, Yutao Lai, Shaoda Zeng, Lei Chen

Pages: 480 - 493

36) CycleFusion: Automatic Annotation and Graph-to-Graph Transaction Based Cycle-Consistent Adversarial Network for Infrared and Visible Image Fusion

Author(s): Yueying Luo, Wenbo Liu, Kangjian He, Dan Xu, Hongzhen Shi, Hao Zhang

Pages: 494 - 508

37) Explicit and Implicit Box Equivariance Learning for Weakly-Supervised Rotated Object Detection

Author(s): Linfei Wang, Yibing Zhan, Xu Lin, Baosheng Yu, Liang Ding, Jianqing Zhu, Dapeng Tao

Pages: 509 - 521

38) Deep Reinforcement Learning-Based Feature Extraction and Encoding for Finger-Vein Verification

Author(s): Yantao Li, Chao Fan, Huafeng Qin, Shaojiang Deng, Mounim A. El-Yacoubi, Gang Zhou

Pages: 522 - 536

39) Global Bipartite Exact Consensus of Unknown Nonlinear Multi-Agent Systems With Switching Topologies: Iterative Learning Approach

Author(s): Mengdan Liang, Junmin Li

Pages: 537 - 551

40) APR-Net Tracker: Attention Pyramidal Residual Network for Visual Object Tracking

Author(s): Bing Liu, Di Yuan, Xiaofang Li

Pages: 552 - 564

41) Symmetric Regularized Sequential Latent Variable Models With Adversarial Neural Networks

Author(s): Jin Huang, Ming Xiao

Pages: 565 - 575

42) StreamSoNGv2: Online Classification of Data Streams Using Growing Neural Gas

Author(s): Jeffrey J. Dale, James M. Keller, Aquila P. A. Galusha

Pages: 576 - 589

43) FCPFS: Fuzzy Granular Ball Clustering-Based Partial Multilabel Feature Selection With Fuzzy Mutual Information

Author(s): Lin Sun, Qifeng Zhang, Weiping Ding, Tianxiang Wang, Jiucheng Xu

Pages: 590 - 606

44) An Automatic Paper-Reviewer Recommendation Algorithm Based on Depth and Breadth

Author(s): Xiulin Zheng, Peipei Li, Xindong Wu

Pages: 607 - 616

45) Efficient and Robust Sparse Linear Discriminant Analysis for Data Classification

Author(s): Jingjing Liu, Manlong Feng, Xianchao Xiu, Wanquan Liu, Xiaoyang Zeng

Pages: 617 - 629

46) Detail Reinforcement Diffusion Model: Augmentation Fine-Grained Visual Categorization in Few-Shot Conditions

Author(s): Tianxu Wu, Shuo Ye, Shuhuang Chen, Qinmu Peng, Xinge You

Pages: 630 - 640

47) Efficient Low-Light Light Field Enhancement With Progressive Feature Interaction

Author(s): Xin Luo, Gaosheng Liu, Zhi Lu, Kun Li, Jingyu Yang

Pages: 641 - 653

48) Circuit Implementation of Memristive Fuzzy Logic for Blood Pressure Grading Quantification

Author(s): Ya Li, Shaojun Ji, Qinghui Hong

Pages: 654 - 667

49) Learning From Pairwise Confidence Comparisons and Unlabeled Data

Author(s): Junpeng Li, Shuying Huang, Changchun Hua, Yana Yang

Pages: 668 - 680

50) Subspace Sequentially Iterative Leaning for Semi-Supervised SVM

Author(s): Jiajun Wen, Xi Chen, Heng Kong, Junhong Zhang, Zhihui Lai, Linlin Shen

Pages: 681 - 694

51) Clickbait Detection via Prompt-Tuning With Titles Only

Author(s): Ye Wang, Yi Zhu, Yun Li, Jipeng Qiang, Yunhao Yuan, Xindong Wu

Pages: 695 - 705

52) TROPE: Triplet-Guided Feature Refinement for Person Re-Identification

Author(s): Divya Singh, Jimson Mathew, Mayank Agarwal, Mahesh Govind

Pages: 706 - 716

53) Deep Spiking Neural Networks Driven by Adaptive Interval Membrane Potential for Temporal Credit Assignment Problem

Author(s): Jiaqiang Jiang, Haohui Ding, Haixia Wang, Rui Yan

Pages: 717 - 728

54) Transfer Learning-Based Region Statistical Data Completion via Double Graphs

Author(s): Shengwen Li, Suzhen Huang, Xuyang Cheng, Renyao Chen, Yi Zhou, Shunping Zhou, Hong Yao, Junfang Gong

Pages: 729 - 739

55) COT: A Generative Approach for Hate Speech Counter-Narratives via Contrastive Optimal Transport

Author(s): Linhao Zhang, Li Jin, Guangluan Xu, Xiaoyu Li, Xian Sun

Pages: 740 - 756

56) Least Information Spectral GAN With Time-Series Data Augmentation for Industrial IoT

Author(s): Joonho Seon, Seongwoo Lee, Young Ghyu Sun, Soo Hyun Kim, Dong In Kim, Jin Young Kim

Pages: 757 - 769

57) Gp3Former: Gaussian Prior Tri-Cascaded Transformer for Video Instance Segmentation in Livestreaming Scenarios

Author(s): Wensheng Li, Jing Zhang, Li Zhuo

Pages: 770 - 784

58) Open-Space Emergency Guiding With Individual Density Prediction Based on Internet of Things Localization

Author(s): Lien-Wu Chen, Hao-Wei Huang, Yi-Ju Chen, Ming-Fong Tsai

Pages: 785 - 797

59) Consistency and Diversity Induced Tensorized Multi-View Subspace Clustering

Author(s): Chunming Xiao, Yonghui Huang, Haonan Huang, Qibin Zhao, Guoxu Zhou

Pages: 798 - 809

60) Convert Cross-Domain Classification Into Few-Shot Learning: A Unified Prompt-Tuning Framework for Unsupervised Domain Adaptation

Author(s): Yi Zhu, Hui Shen, Yun Li, Jipeng Qiang, Yunhao Yuan, Xindong Wu

Pages: 810 - 821

61) Differentiable Collaborative Patches for Neural Scene Representations

Author(s): Heng Zhang, Lifeng Zhu

Pages: 822 - 831

62) Adaptive Neural Network Optimal Backstepping Control of Strict Feedback Nonlinear Systems via Reinforcement Learning

Author(s): Mei Zhong, Jinde Cao, Heng Liu

Pages: 832 - 847

63) ARC: A Layer Replacement Compression Method Based on Fine-Grained Self-Attention Distillation for Compressing Pre-Trained Language Models

Author(s): Daohan Yu, Liqing Qiu

Pages: 848 - 860

64) Generative Adversarial Network Based Image-Scaling Attack and Defense Modeling

Author(s): Junjian Li, Honglong Chen, Zhe Li, Anqing Zhang, Xiaomeng Wang, Xingang Wang, Feng Xia

Pages: 861 - 873

65) Global and Cluster Structural Balance via a Priority Strategy Based Memetic Algorithm

Author(s): Yifei Sun, Zhuo Liu, Yaochu Jin, Xin Sun, Yifei Cao, Jie Yang

Pages: 874 - 888

66) Efficient Message Passing Algorithm and Architecture Co-Design for Graph Neural Networks

Author(s): Xiaofeng Zou, Cen Chen, Luochuan Zhang, Shengyang Li, Joey Tianyi Zhou, Wei Wei, Kenli Li

Pages: 889 - 903

67) Targeted Mining Precise-Positioning Episode Rules

Author(s): Jian Zhu, Xiaoye Chen, Wensheng Gan, Zefeng Chen, Philip S. Yu

Pages: 904 - 917

68) Two-Stage Deep Feature Selection Method Using Voting Differential Evolution Algorithm for Pneumonia Detection From Chest X-Ray Images

Author(s): Haibin Ouyang, Dongmei Liu, Steven Li, Weiping Ding, Zhi-Hui Zhan

Pages: 918 - 932

69) Learning EEG Motor Characteristics via Temporal-Spatial Representations

Author(s): Tian-Yu Xiang, Xiao-Hu Zhou, Xiao-Liang Xie, Shi-Qi Liu, Hong-Jun Yang, Zhen-Qiu Feng, Mei-Jiang Gui, Hao Li, De-Xing Huang, Xiu-Ling Liu, Zeng-Guang Hou

Pages: 933 - 945

70) DualC: Drug-Drug Interaction Prediction Based on Dual Latent Feature Extractions

Author(s): Lin Guo, Xiujuan Lei, Lian Liu, Ming Chen, Yi Pan

Pages: 946 - 960

71) ESAI: Efficient Split Artificial Intelligence via Early Exiting Using Neural Architecture Search

Author(s): Behnam Zeinali, Di Zhuang, J. Morris Chang

Pages: 961 - 971

72) Early Time Series Anomaly Prediction With Multi-Objective Optimization

Author(s): Ting-En Chao, Yu Huang, Hao Dai, Gary G. Yen, Vincent S. Tseng

Pages: 972 - 987

73) Enhancing Accuracy-Privacy Trade-Off in Differentially Private Split Learning

Author(s): Ngoc Duy Pham, Khoa T. Phan, Naveen Chilamkurti

Pages: 988 - 1000

74) Evolutionary Optimization for Proactive and Dynamic Computing Resource Allocation in Open Radio Access Network

Author(s): Gan Ruan, Leandro L. Minku, Zhao Xu, Xin Yao

Pages: 1001 - 1018

75) Evolutionary Sequential Transfer Learning for Multi-Objective Feature Selection in Classification

Author(s): Jiabin Lin, Qi Chen, Bing Xue, Mengjie Zhang

Pages: 1019 - 1033

76) Feature Autonomous Screening and Sequence Integration Network for Medical Image Classification

Author(s): Hongfeng You, Xiaobing Chen, Kun Yu, Guangbo Fu, Fei Mao, Xin Ning, Xiao Bai, Weiwei Cai

Pages: 1034 - 1048

77) FedLaw: Value-Aware Federated Learning With Individual Fairness and Coalition Stability

Author(s): Jianfeng Lu, Hangjian Zhang, Pan Zhou, Xiong Wang, Chen Wang, Dapeng Oliver Wu

Pages: 1049 - 1062

78) From Bag-of-Words to Transformers: A Comparative Study for Text Classification in Healthcare Discussions in Social Media

Author(s): Enrico De Santis, Alessio Martino, Francesca Ronci, Antonello Rizzi

Pages: 1063 - 1077

79) Fuzzy Composite Learning Control of Uncertain Fractional-Order Nonlinear Systems Using Disturbance Observer

Author(s): Zhiye Bai, Shenggang Li, Heng Liu

Pages: 1078 - 1090

IEEE Transactions on Artificial Intelligence, Volume 6, Issue 1, January 2025

1) Sector-Based Pairs Trading Strategy With Novel Pair Selection Technique

Author(s): Pranjala G. Kolapwar, Uday V. Kulkarni, Jaishri M. Waghmare

Pages: 3 - 13

2) Silver Lining in the Fake News Cloud: Can Large Language Models Help Detect Misinformation?

Author(s): Raghvendra Kumar, Bhargav Goddu, Sriparna Saha, Adam Jatowt

Pages: 14 - 24

3) Reinforcement Learned Multiagent Cooperative Navigation in Hybrid Environment With Relational Graph Learning

Author(s): Wen Ou, Biao Luo, Xiaodong Xu, Yu Feng, Yuqian Zhao

Pages: 25 - 36

4) Intrusion Detection Approach for Industrial Internet of Things Traffic Using Deep Recurrent Author(s): Reinforcement Learning Assisted Federated Learning

Amandeep Kaur

Pages: 37 - 50

5) Migrant Resettlement by Evolutionary Multiobjective Optimization

Author(s): Dan-Xuan Liu, Yu-Ran Gu, Chao Qian, Xin Mu, Ke Tang

Pages: 51 - 65

6) Adaptive Composite Fixed-Time RL-Optimized Control for Nonlinear Systems and Its Application to Intelligent Ship Autopilot

Author(s): Siwen Liu, Yi Zuo, Tieshan Li, Huanqing Wang, Xiaoyang Gao, Yang Xiao

Pages: 66 - 78

7) Preference Prediction-Based Evolutionary Multiobjective Optimization for Gasoline Blending Scheduling

Author(s): Wenxuan Fang, Wei Du, Guo Yu, Renchu He, Yang Tang, Yaochu Jin

Pages: 79 - 92

8) meMIA: Multilevel Ensemble Membership Inference Attack

Author(s): Najeeb Ullah, Muhammad Naveed Aman, Biplab Sikdar

Pages: 93 - 106

9) RD-Net: Residual-Dense Network for Glaucoma Prediction Using Structural Features of Optic Nerve Head

Author(s): Preity, Ashish Kumar Bhandari, Akanksha Jha, Syed Shahnawazuddin

Pages: 107 - 117

10) Policy Consensus-Based Distributed Deterministic Multi-Agent Reinforcement Learning Over Directed Graphs

Author(s): Yifan Hu, Junjie Fu, Guanghui Wen, Changyin Sun

Pages: 118 - 131

11) Spiking Diffusion Models

Author(s): Jiahang Cao, Hanzhong Guo, Ziqing Wang, Deming Zhou, Hao Cheng, Qiang Zhang, Renjing Xu

Pages: 132 - 143

12) Face Forgery Detection Based on Fine-Grained Clues and Noise Inconsistency

Author(s): Dengyong Zhang, Ruiyi He, Xin Liao, Feng Li, Jiaxin Chen, Gaobo Yang

Pages: 144 - 158

13) An Improved and Explainable Electricity Price Forecasting Model via SHAP-Based Error Compensation Approach

Author(s): Leena Heistrene, Juri Belikov, Dmitry Baimel, Liran Katzir, Ram Machlev, Kfir Levy, Shie Mannor, Yoash Levron

Pages: 159 - 168

14) Multiobjective Dynamic Flexible Job Shop Scheduling With Biased Objectives via Multitask Genetic Programming

Author(s): Fangfang Zhang, Gaofeng Shi, Yi Mei, Mengjie Zhang

Pages: 169 - 183

15) NPE-DRL: Enhancing Perception Constrained Obstacle Avoidance With Nonexpert Policy Guided Reinforcement Learning

Author(s): Yuhang Zhang, Chao Yan, Jiaping Xiao, Mir Feroskhan

Pages: 184 - 198

16) Efficient CORDIC-Based Activation Functions for RNN Acceleration on FPGAs

Author(s): Wan Shen, Junye Jiang, Minghan Li, Shuanglong Liu

Pages: 199 - 210

17) Boosting Few-Shot Semantic Segmentation With Prior-Driven Edge Feature Enhancement Network

Author(s): Jingkai Ma, Shuang Bai, Wenchao Pan

Pages: 211 - 220

18) Knowledge Probabilization in Ensemble Distillation: Improving Accuracy and Uncertainty Quantification for Object Detectors

Author(s): Yang Yang, Chao Wang, Lei Gong, Min Wu, Zhenghua Chen, Xiang Li, Xianglan Chen, Xuehai Zhou

Pages: 221 - 233

19) Learning Neural Network Classifiers by Distributing Nearest Neighbors on Adaptive Hypersphere

Author(s): Xiaojing Zhang, Shuangrong Liu, Lin Wang, Bo Yang, Jiawei Fan

Pages: 234 - 249

IEEE Transactions on Fuzzy Systems, Volume 33, Issue 1, January 2025

1) Guest Editorial Special Section on Fuzzy-Deep Neural Network Learning in Sentiment Analysis

Author(s): Gautam Srivastava, Chun-Wei Lin

Pages: 1 - 2

2) Fcdnet: Fuzzy Cognition-Based Dynamic Fusion Network for Multimodal Sentiment Analysis

Author(s): Shuai Liu, Zhe Luo, Weina Fu

Pages: 3 - 14

3) Joint Objective and Subjective Fuzziness Denoising for Multimodal Sentiment Analysis

Author(s): Xun Jiang, Xing Xu, Huimin Lu, Lianghua He, Heng Tao Shen

Pages: 15 - 27

4) Exploring Multimodal Multiscale Features for Sentiment Analysis Using Fuzzy-Deep Neural Network Learning

Author(s): Xin Wang, Jianhui Lyu, Byung-Gyu Kim, B. D. Parameshachari, Keqin Li, Qing Li

Pages: 28 - 42

5) Depression Detection From Social Media Posts Using Emotion Aware Encoders and Fuzzy Based Contrastive Networks

Author(s): Sunder Ali Khowaja, Lewis Nkenyereye, Parus Khuwaja, Hussam Al Hamadi, Kapal Dev

Pages: 43 - 53

6) EMSIN: Enhanced Multistream Interaction Network for Vehicle Trajectory Prediction

Author(s): Yilong Ren, Zhengxing Lan, Lingshan Liu, Haiyang Yu

Pages: 54 - 68

7) FICformer: A Multi-factor Fuzzy Bayesian Imputation Cross-former for Big Data-driven Agricultural Decision Support Systems

Author(s): Jianlei Kong, Xiaomeng Fan, Min Zuo, Wenjing Yan, Xuebo Jin

Pages: 69 - 81

8) ViTDFNN: A Vision Transformer Enabled Deep Fuzzy Neural Network for Detecting Sleep Apnea-Hypopnea Syndrome in the Internet of Medical Things

Author(s): Na Ying, Hongyu Li, Zhi Zhang, Yong Zhou, Huahua Chen, Meng Yang

Pages: 82 - 93

9) A Novel Centralized Federated Deep Fuzzy Neural Network with Multi-objectives Neural Architecture Search for Epistatic Detection

Author(s): Xiang Wu, Yong-Ting Zhang, Khin-Wee Lai, Ming-Zhao Yang, Ge-Lan Yang, Huan-Huan Wang

Pages: 94 - 107

10) A Comprehensive Adaptive Interpretable Takagi–Sugeno–Kang Fuzzy Classifier for Fatigue Driving Detection

Author(s): Dongrui Gao, Shihong Liu, Yingxian Gao, Pengrui Li, Haokai Zhang, Manqing Wang, Shen Yan, Lutao Wang, Yongqing Zhang

Pages: 108 - 119

11) A Temporal Multi-View Fuzzy Classifier for Fusion Identification on Epileptic Brain Network

Author(s): Zhengxin Xia, Wei Xue, Jia Zhai, Ta Zhou, Chong Su

Pages: 120 - 130

12) Structured Sparse Regularization-Based Deep Fuzzy Networks for RNA N6-Methyladenosine Sites Prediction

Author(s): Leyao Wang, Yuqing Qian, Hao Xie, Yijie Ding, Fei Guo

Pages: 131 - 144

13) Data-Driven Fuzzy Sliding Mode Observer-Based Control Strategy for Time-Varying Suspension System of 12/14 Bearingless SRM

Author(s): Ye Yuan, Kai Xie, Wen Ji, Yougang Sun, Fan Yang, Yu Nan

Pages: 145 - 155

14) Fusion of Explainable Deep Learning Features Using Fuzzy Integral in Computer Vision

Author(s): Yifan Wang, Witold Pedrycz, Hisao Ishibuchi, Jihua Zhu

Pages: 156 - 167

15) FMFN: A Fuzzy Multimodal Fusion Network for Emotion Recognition in Ensemble Conducting

Author(s): Xiao Han, Fuyang Chen, Junrong Ban

Pages: 168 - 179

16) MFVAE: A Multiscale Fuzzy Variational Autoencoder for Big Data-Based Fault Diagnosis in Gearbox

Author(s): He-xuan Hu, Yicheng Cai, Qing Meng, Han Cui, Qiang Hu, Ye Zhang

Pages: 180 - 191

17) A Dissimilarity Measure Powered Feature Weighted Fuzzy C-Means Algorithm for Gene Expression Data

Author(s): Ning Ma, Qinghua Hu, Kaijun Wu, Yubin Yuan

Pages: 192 - 202

18) End-Edge Collaborative Inference of Convolutional Fuzzy Neural Networks for Big Data-Driven Internet of Things

Author(s): Yuhao Hu, Xiaolong Xu, Li Duan, Muhammad Bilal, Qingyang Wang, Wanchun Dou

Pages: 203 - 217

19) A Hybrid Fuzzy C-Means Heuristic Approach for Two-Echelon Vehicle Routing With Simultaneous Pickup and Delivery of Multicommodity

Author(s): Heng Wang, Sihao Chen, Xiaoyi Yin, Lingxi Meng, Zhanwu Wang, Zhenfeng Wang

Pages: 218 - 230

20) Fuzzy-ViT: A Deep Neuro-Fuzzy System for Cross-Domain Transfer Learning From Large-Scale General Data to Medical Image

Author(s): Qiankun Li, Yimou Wang, Yani Zhang, Zhaoyu Zuo, Junxin Chen, Wei Wang

Pages: 231 - 241

21) Multiobjective Evolution of the Deep Fuzzy Rough Neural Network

Author(s): Jianwei Zhao, Dingjun Chang, Bin Cao, Xin Liu, Zhihan Lyu

Pages: 242 - 254

22) Boosting Robustness in Deep Neuro-Fuzzy Systems: Uncovering Vulnerabilities, Empirical Insights, and a Multiattack Defense Mechanism

Author(s): Jia Wang, Weilong Zhang, Zushu Huang, Jianqiang Li

Pages: 255 - 266

23) A Fuzzy-Operated Convolutional Autoencoder for Classification of Wearable Device-Collected Electrocardiogram

Author(s): Lumin Xing, Xin Li, Wenjian Liu, Xing Wang

Pages: 267 - 277

24) Quantum Fuzzy Federated Learning for Privacy Protection in Intelligent Information Processing

Author(s): Zhiguo Qu, Lailei Zhang, Prayag Tiwari

Pages: 278 - 289

25) Deep Spatio-Temporal Fuzzy Model for NDVI Forecasting

Author(s): Zhao Su, Jun Shen, Yu Sun, Rizhen Hu, Qingguo Zhou, Binbin Yong

Pages: 290 - 301

26) Composite Neuro-Fuzzy System-Guided Cross-Modal Zero-Sample Diagnostic Framework Using Multisource Heterogeneous Noncontact Sensing Data

Author(s): Sheng Li, Jinchen Ji, Ke Feng, Ke Zhang, Qing Ni, Yadong Xu

Pages: 302 - 313

27) Exploring Zadeh's General Type-2 Fuzzy Logic Systems for Uncertainty Quantification

Author(s): Yusuf Güven, Ata Köklü, Tufan Kumbasar

Pages: 314 - 324

28) VL-MFER: A Vision-Language Multimodal Pretrained Model With Multiway-Fuzzy-Experts Bidirectional Retention Network

Author(s): Chen Guo, Xinran Li, Jiaman Ma, Yimeng Li, Yuefan Liu, Haiying Qi, Li Zhang, Yuhan Jin

Pages: 325 - 337

29) Temporal-Spatial Fuzzy Deep Neural Network for the Grazing Behavior Recognition of Herded Sheep in Triaxial Accelerometer Cyber-Physical Systems

Author(s): Shuwei Hou, Tianteng Wang, Di Qiao, David Jingjun Xu, Yuxuan Wang, Xiaochun Feng, Waqar Ahmed Khan, Junhu Ruan

Pages: 338 - 349

30) FRCNN: A Combination of Fuzzy-Rough-Set-Based Feature Discretization and Convolutional Neural Network for Segmenting Subretinal Fluid Lesions

Author(s): Qiong Chen, Lirong Zeng, Weiping Ding

Pages: 350 - 364

31) Learning Fuzzy Label-Distribution-Specific Features for Data Processing

Author(s): Xin Wang, J. Dinesh Peter, Adam Slowik, Fan Zhang, Xingsi Xue

Pages: 365 - 376

32) Deep Reinforcement Learning With Fuzzy Feature Fusion for Cooperative Control in Traffic Light and Connected Autonomous Vehicles

Author(s): Liang Xu, Zhengyang Zhang, Han Jiang, Bin Zhou, Haiyang Yu, Yilong Ren

Pages: 377 - 391

33) A Fuzzy Neural Network Enabled Deep Subspace Domain Adaptive Fusion Approaches for Facial Expression Recognition

Author(s): Wanneng Shu, Feng Zhang, Runze Wan

Pages: 392 - 405

34) Hybrid Model Integrating Fuzzy Systems and Convolutional Factorization Machine for Delivery Time Prediction in Intelligent Logistics

Author(s): Delong Zhu, Zhong Han, Xing Du, Dafa Zuo, Liang Cai, Changchun Xue

Pages: 406 - 417

35) Dual Guidance Enabled Fuzzy Inference for Enhanced Fine-Grained Recognition

Author(s): Qiupu Chen, Feng He, Gang Wang, Xiao Bai, Long Cheng, Xin Ning

Pages: 418 - 430

36) Skeleton-Based Gait Recognition Based on Deep Neuro-Fuzzy Network

Author(s): Jiefan Qiu, Yizhe Jia, Xingyu Chen, Xiangyun Zhao, Hailin Feng, Kai Fang

Pages: 431 - 443

37) A Deep Neuro-Fuzzy Method for ECG Big Data Analysis via Exploring Multimodal Feature Fusion

Author(s): Xiaohong Lyu, Shalli Rani, S. Manimurugan, Yanhong Feng

Pages: 444 - 456

38) A Reconstructed UNet Model With Hybrid Fuzzy Pooling for Gastric Cancer Segmentation in Tissue Pathology Images

Author(s): Junjun Huang, Shier Nee Saw, Yanlin Chen, Dongdong Hu, Xufeng Sun, Ning Chen, Loo Chu Kiong

Pages: 457 - 467

39) Odyssey of Interval Type-2 Fuzzy Logic Systems: Learning Strategies for Uncertainty Quantification

Author(s): Ata Köklü, Yusuf Güven, Tufan Kumbasar

Pages: 468 - 478

40) Ensemble Deep Random Vector Functional Link Neural Network Based on Fuzzy Inference System

Author(s): M. Sajid, M. Tanveer, Ponnuthurai N. Suganthan

Pages: 479 - 490

41) Quantum-Assisted Hierarchical Fuzzy Neural Network for Image Classification

Author(s): Shengyao Wu, Runze Li, Yanqi Song, Sujuan Qin, Qiaoyan Wen, Fei Gao

Pages: 491 - 502

42) Deep Graphical and Temporal Neuro-Fuzzy Methodology for Automatic Modulation Recognition in Cognitive Wireless Big Data

Author(s): Xin Jian, Qing Wang, Yaoyao Li, Abdullah Alharbi, Keping Yu, Victor Leung

Pages: 503 - 513

Weekly Review 24 January 2025

Some interesting links that I Tweeted about in the last week (I also post these on Mastodon, Threads, Newsmast, and Bluesky):

1. How to switch off the AI in Windows: https://www.computerworld.com/article/3801801/avoid-ai-windows-web.html
2. There are numerous ways fraud can be committed in the supply chain. There are some ways AI can be used to combat it: https://www.datasciencecentral.com/the-role-of-ai-in-fighting-supply-chain-fraud/
3. Using AI to create better snake antivenom: https://arstechnica.com/science/2025/01/researchers-use-ai-to-design-proteins-that-block-snake-venom-toxins/
4. Using generative AI for fashion design: https://techcrunch.com/2025/01/13/raspberry-ai-raises-24m-from-a16z-to-accelerate-fashion-design/
5. How do we prepare for artificial general intelligence? https://www.informationweek.com/machine-learning-ai/are-we-ready-for-artificial-general-intelligence-
6. The weird mistakes that AI make, and how to deal with them: https://spectrum.ieee.org/ai-mistakes-schneier
7. The energy demands of AI are stymieing efforts to reduce greenhouse gas emissions: https://www.theregister.com/2025/01/16/ai_datacenters_putting_zero_emissions/
8. Organisations are under-estimating the energy demands of AI: https://www.theregister.com/2025/01/15/ai_power_cooling_demands/
9. 51% of British companies plan to invest in AI rather than staff: https://www.theregister.com/2025/01/15/uk_companies_ai_report/
10. How Kazakhstan uses AI in prisons: https://www.computerworld.com/article/3803652/kazakhstans-ai-powered-prisons-setting-a-new-standard-for-safety-and-efficiency.html
11. The security threats that come out of AI: https://www.techrepublic.com/article/5-emerging-ai-threats-australia/
12. The security risks of cloud-based AI: https://www.informationweek.com/machine-learning-ai/addressing-the-security-risks-of-ai-in-the-cloud
13. Meta is just one of the companies using copyrighted work to train their AI: https://techcrunch.com/2025/01/15/in-ai-copyright-case-zuckerberg-turns-to-youtube-for-his-defense/
14. The AI behind facial recognition are powerful but easily fooled: https://www.theregister.com/2025/01/15/make_up_thwart_facial_recognition/
15. I've never enjoyed dealing with HR, as either an applicant or manager, but I suspect I'd enjoy dealing with an AI HR agent even less: https://www.theregister.com/2025/01/15/megan_ai_recruiting_agent/
16. An optical chip that can handle all of the operations of a deep neural network AI: https://arstechnica.com/science/2025/01/getting-an-all-optical-ai-to-handle-non-linear-math/
17. AI needs to work for and with employees, not vice versa: https://www.informationweek.com/machine-learning-ai/ai-s-on-duty-but-i-m-the-one-staying-late
18. How to handle employee's concerns about the impact of AI: https://www.techrepublic.com/article/ai-adoption-workforce-impact-strategies/
19. SUNY requires AI and its ethical use to be added across the board: https://www.insidehighered.com/news/tech-innovation/artificial-intelligence/2025/01/16/suny-adds-ai-education-its-information
20. The thing with a multi-lingual AI is that sometimes it starts reasoning in other languages. Multi-lingual humans do a similar thing: https://techcrunch.com/2025/01/14/openais-ai-reasoning-model-thinks-in-chinese-sometimes-and-no-one-really-knows-why/
21. People seem to forget that Asimov's three laws of robotics were a literary device to drive plots. Several of his stories are how they could be worked around. Adding a 4th law won't do much: https://spectrum.ieee.org/isaac-asimov-robotics
22. "accuracy...over 90 percent" in using AI to predict IQ. But IQ is a continuous value, how do you use percentage to assess accuracy? https://dataconomy.com/2025/01/16/cerebrum-iq-review-can-ai-predict-iq-and-cognitive-potential63558/
23. Another CEO of an AI company who is just completely out of touch in pushing their AI-generated garbage: https://futurism.com/suno-ai-ceo-making-music
24. Creators continue to be opposed to the wholesale use of their work as training data for AI: https://www.theguardian.com/technology/2025/jan/14/british-novelists-criticise-government-over-ai-theft

Journal Special Issues

Journal special issues with upcoming submission deadlines:

• IEEE Transactions on Fuzzy Systems: Fuzzy Data Driven approaches for Intelligent Technology Transfer - January 30 2025 

• IEEE Transactions on Fuzzy Systems: Fuzzy Affective Computing Systems - January 31 2025 

• IEEE Transactions on Evolutionary Computation: Evolutionary Computation Meets Large Language Models - January 31 2025 

• IEEE Transactions on Fuzzy Systems: Fuzzy Large Models: Bridging Uncertainty and Creativity - May 1 2025