IEEE Transactions on Emerging Topics in Computational Intelligence Volume 9, Issue 5, October 2025

1) Incentivized Federated Learning: A Survey

Author(s): Akarsh K Nair, Sinem Coleri, Jayakrushna Sahoo, Linga Reddy Cenkeramaddi, Ebin Deni Raj

Pages: 3190 - 3209

2) Reconfigurable Digital FPGA Implementations for Neuromorphic Computing: A Survey on Recent Advances and Future Directions

Author(s): Edris Zaman Farsa, Arash Ahmadi, Oliver Keszocze

Pages: 3210 - 3232

3) Design and Optimisations of Metal-Oxide Artificial Synaptic Device Based Machine Learning Model

Author(s): Yildiran Yilmaz, Fatih Gul

Pages: 3233 - 3243

4) Incomplete Data Transfer Calibration Classification

Author(s): Hongpeng Tian, Zuowei Zhang, Weiping Ding

Pages: 3244 - 3256

5) Artificial Bee Colony for Multi-Label Feature Selection: A Logic-Guided Approach With Correlation-Driven Refinement

Author(s): Emrah Hancer, Bing Xue, Mengjie Zhang

Pages: 3257 - 3270

6) VFFG: Verifiable Privacy-Enhanced Federated Fine-Tuning for GPT Service

Author(s): Mingyun Bian, Yanli Ren, Guanghui He, Guorui Feng, Xinpeng Zhang

Pages: 3271 - 3285

7) Quaternion Dendritic Neuron Model for Multivariate Financial Time Series Prediction

Author(s): Qianrui Yu, Zihang Zhang, Ziqian Wang, Haotian Li, Zhenyu Lei, Shangce Gao

Pages: 3286 - 3297

8) STMemAE: An Instance-Level Based Spatio-Temporal Memory Autoencoder for Unsupervised Vision-Based Seizure Detection

Author(s): Dinghan Hu, Kai Wu, Yuan Fang, Tiejia Jiang, Feng Gao, Jiuwen Cao

Pages: 3298 - 3310

9) Embedding Guarantor: Knowledge-Enhanced Graph Learning for New Item Cold-Start Recommendation

Author(s): Zhipeng Zhang, Youfu Zhu, Mianxiong Dong, Kaoru Ota, Yao Zhang, Yonggong Ren

Pages: 3311 - 3324

10) Dataset Purification-Driven Lightweight Deep Learning Model Construction for Empty-Dish Recycling Robot

Author(s): Yifei Ge, Zhuo Li, Xuebin Yue, Hengyi Li, Lin Meng

Pages: 3325 - 3340

11) Progressive Feature Enhancement Network for Surface Defect Segmentation

Author(s): Feng Yan, Xiaoheng Jiang, Yunxia Zhang, Yang Lu, Xiaofei Nan, Shuo He, Mingliang Xu

Pages: 3341 - 3351

12) Enhanced Protein Secondary Structure Prediction Through Multi-View Multi-Feature Evolutionary Deep Fusion Method

Author(s): Yining Qian, Lijie Su, Meiling Xu, Lixin Tang

Pages: 3352 - 3363

13) Judge Like a Real Doctor: Dual Teacher Sample Consistency Framework for Semi-Supervised Medical Image Classification

Author(s): Qixiang Zhang, Yuxiang Yang, Chen Zu, Jianjia Zhang, Xi Wu, Jiliu Zhou, Yan Wang

Pages: 3364 - 3375

14) Toward Efficient Self-Motion-Based Memory Representation for Visuomotor Navigation of Embodied Robot

Author(s): Qiming Liu, Haoran Xin, Zhe Liu, Hesheng Wang

Pages: 3376 - 3385

15) Multi-Directional Pixel Array Computation for Efficient Pupil Localization in Gaze Estimation

Author(s): Zhonghe Ren, Fengzhou Fang, Rui Niu, Mingyuan Li

Pages: 3386 - 3398

16) SMC-Searcher: Signal Mediated Coordination for Decentralized Multi-Robot Adversarial Moving Target Search

Author(s): Qihang Peng, Hongliang Guo, Boyang Li, Chih-Yung Wen, Yaochu Jin

Pages: 3399 - 3412

17) Learning From Demonstrations: A Computationally Efficient Inverse Reinforcement Learning Approach With Simplified Implementation

Author(s): Yanbin Lin, Zhen Ni, Xiangnan Zhong

Pages: 3413 - 3425

18) SynFlowFL: A Dynamic Synaptic Flow Framework for Efficient, Personalized Federated Learning

Author(s): Dongdong Li, Weiwei Lin, Wentai Wu, Haotong Zhang, XiuMin Wang

Pages: 3426 - 3440

19) Self-Supervised Learning for Activity Recognition Based on Datasets With Imbalanced Classes

Author(s): Rebeen Ali Hamad, Wai Lok Woo, Bo Wei, Longzhi Yang

Pages: 3441 - 3454

20) Uncertainty Driven Adaptive Self-Knowledge Distillation for Medical Image Segmentation

Author(s): Xutao Guo, Mengqi Wang, Yang Xiang, Yanwu Yang, Chenfei Ye, Haijun Wang, Ting Ma

Pages: 3455 - 3468

21) Complex-Order Quantum-Behaved Particle Swarm Optimization With Double Jump-Out Strategy

Author(s): Liping Chen, Xiaobo Wu, António M. Lopes, Da Wang, Panpan Gu, Min Zhu, YangQuan Chen

Pages: 3469 - 3487

22) Rethinking Image Forgery Detection and Localization via Regression Perspective

Author(s): Li Zhang, Dong Li, Yan Zhong, Jiaying Zhu, Rujing Wang, Xingyu Wu, Xue Wang, Liu Liu

Pages: 3488 - 3500

23) NetPlacer+: Model Parallelism Based on Load Balance in Distributed Deep Learning

Author(s): Yunqi Gao, Zechao Zhang, Bing Hu, Mahdi Boloursaz Mashhadi, A-Long Jin, Pei Xiao

Pages: 3501 - 3517

24) AE-Net: Appearance-Enriched Neural Network With Foreground Enhancement for Person Re-Identification

Author(s): Shangdong Zhu, Yunzhou Zhang, Yixiu Liu, Yu Feng, Sonya Coleman, Dermot Kerr

Pages: 3518 - 3532

25) VFL+: Low-Coupling Vertical Federated Learning With Privileged Information Paradigm

Author(s): Wei Dai, Teng Cui, Tong Zhang, Badong Chen

Pages: 3533 - 3547

26) Latent Object Embedding for Self-Supervised Monocular Depth Estimation

Author(s): Shuai Wang, Ting Yu, Shan Pan, Wei Chen, Zehua Wang, Victor C. M. Leung, Zijian Tian

Pages: 3548 - 3559

27) TUCA-HER: An Improved HER for Robot Manipulation Skill Learning via Trajectory Utility and Conservative Advantage

Author(s): Peiliang Wu, Zhaoqi Wang, Yao Li, Wenbai Chen, Guowei Gao

Pages: 3560 - 3571

28) Efficient Weight Pruning for Optical Neural Networks: When Pruned Weights are Non-Zeros

Author(s): Shuo Zhao, Kun Wu, Xin Li, Ying-Chi Chen

Pages: 3572 - 3581

29) Learning Error Refinement in Stochastic Gradient Descent-Based Latent Factor Analysis via Diversified PID Controllers

Author(s): Jinli Li, Ye Yuan, Xin Luo

Pages: 3582 - 3597

30) AdptGL-CA: Adaptive Global-Local Metric Fusion With Contrastive Attention for Few-Shot Learning

Author(s): Zhiying Song, Pengfei Wang, Xiaokang Wang, Nenggan Zheng

Pages: 3598 - 3613

31) Learning Inter and Intra Class Variation With Deep Frequency Factorization Network for Face Anti-Spoofing

Author(s): Weihua Liu, Qiuyu Li, Yiming Luo, Yushan Pan, Weiping Ding, Hao Wang

Pages: 3614 - 3625

32) SCGAN: Sampling and Clustering-Based Neural Architecture Search for GANs

Author(s): Qingling Zhu, Yeming Yang, Songbai Liu, Qiuzhen Lin, Kay Chen Tan

Pages: 3626 - 3637

33) Smart Energy Hub Frequency Control-Based Machine Learning

Author(s): Burak Yildirim, Meysam Gheisarnejad, Mohammad Hassan Khooban

Pages: 3638 - 3649

34) The Goldilocks Principle: Achieving Just Right Boundary Fidelity for Long-Tailed Classification

Author(s): Faizanuddin Ansari, Abhranta Panigrahi, Swagatam Das

Pages: 3650 - 3664

35) Improving Exploration in Deep Reinforcement Learning for Incomplete Information Competition Environments

Author(s): Jie Lin, Yuhao Ye, Shaobo Li, Hanlin Zhang, Peng Zhao

Pages: 3665 - 3676

36) SG-GAN: Fine Stereoscopic-Aware Generation for 3D Brain Point Cloud Up-Sampling From a Single Image

Author(s): Bowen Hu, Weiheng Yao, Sibo Qiao, Hieu Pham, Shuqiang Wang, Michael Kwok-Po Ng

Pages: 3677 - 3689

37) AutoOpt: A General Framework for Automatically Designing Metaheuristic Optimization Algorithms With Diverse Structures

Author(s): Qi Zhao, Bai Yan, Taiwei Hu, Xianglong Chen, Jian Yang, Shi Cheng, Yuhui Shi

Pages: 3690 - 3703

38) Chance-Constrained Abnormal Data Cleaning for Robust Classification With Noisy Labels

Author(s): Xun Shen, Zhaojie Luo, Yuanchao Li, Tinghui Ouyang, Yuhu Wu

Pages: 3704 - 3711

39) Motion Expressions Guided Video Segmentation via Effective Motion Information Mining

Author(s): Ge Li, Hanqing Sun, Aiping Yang, Jiale Cao, Yanwei Pang

Pages: 3712 - 3718

40) Contrastive Learning-Based Agent Modeling for Deep Reinforcement Learning

Author(s): Wenhao Ma, Yu-Chen Chang, Jie Yang, Yu-Kai Wang, Chin-Teng Lin

Pages: 3719 - 3726