IEEE TNNLS

DROID: Dual Representation for Out-of-Scope Intent Detection

Wael Rashwan, Hossam M. Zawbaa, Sourav Dutta, Haytham Assem

机构 * School of Business, Maynooth University（梅诺特大学商学院） ； Technological University Dublin（都柏林技术大学） ； Huawei Research Centre（华为研究中心） ； Amazon Alexa AI（亚马逊Alexa人工智能） 纠错

Comments 14 pages, 6 figures, 4 Tables. Preprint submitted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Accuracy, Memory Efficiency and Generalization: A Comparative Study on Liquid Neural Networks and Recurrent Neural Networks

Shilong Zong, Alex Bierly, Almuatazbellah Boker, Hoda Eldardiry

Comments 13 pages, 12 figures. Submitted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Adaptive Modality Balanced Online Knowledge Distillation for Brain-Eye-Computer based Dim Object Detection

Zixing Li, Chao Yan, Zhen Lan, Xiaojia Xiang, Han Zhou, Jun Lai, Dengqing Tang

机构 * College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

Comments 18 pages,15 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems, pp. 1-15, 2025

IML-Spikeformer: Input-aware Multi-Level Spiking Transformer for Speech Processing

Zeyang Song, Shimin Zhang, Yuhong Chou, Jibin Wu, Haizhou Li

机构 * Department of Electrical and Computer Engineering, National University of Singapore（新加坡国立大学电子与计算机工程系） ； School of Artificial Intelligence, The Chinese University of Hong Kong, Shenzhen（香港中文大学（深圳）人工智能学院） ； Shenzhen Loop Area Institute, Shenzhen, China（深圳环园院，中国） ； Department of Data Science and Artificial Intelligence, The Hong Kong Polytechnic University（香港理工大学数据科学与人工智能系） ； Department of Computing, The Hong Kong Polytechnic University（香港理工大学计算机系） 纠错

Comments Accepted by TNNLS

Online Deterministic Annealing for Classification and Clustering

Christos Mavridis, John Baras

Journal ref IEEE Transactions on Neural Networks and Learning Systems ( Volume: 34, Issue: 10, October 2023) pp. 7125 - 7134

Unveiling Group-Specific Distributed Concept Drift: A Fairness Imperative in Federated Learning

Teresa Salazar, João Gama, Helder Araújo, Pedro Henriques Abreu

机构 * CISUC/LASI - Centre for Informatics and Systems of the University of Coimbra, Department of Informatics Engineering, University of Coimbra（科瓦姆布拉大学信息与系统中心/实验室，信息工程系，科瓦姆布拉大学） ； INESC TEC and the Faculty of Economy, University of Porto（INESC TEC和波尔图大学经济学院） ； Institute of Systems and Robotics, Department of Electrical and Computer Engineering, University of Coimbra（系统与机器人研究所，电子与计算机工程系，科瓦姆布拉大学） 纠错

Comments accepted for publication in IEEE Transactions on Neural Networks and Learning Systems (early access, Sep. 2025)

Journal ref IEEE Transactions on Neural Networks and Learning Systems (early access, Sep. 2025)

Integrating Clinical Knowledge Graphs and Gradient-Based Neural Systems for Enhanced Melanoma Diagnosis via the 7-Point Checklist

Yuheng Wang, Tianze Yu, Jiayue Cai, Sunil Kalia, Harvey Lui, Z. Jane Wang, Tim K. Lee

机构 * The University of British Columbia（不列颠哥伦比亚大学） ； Vancouver Coastal Health Research Institute（温哥华海岸健康研究机构） ； Department of Dermatology and Skin Science（皮肤科与皮肤病学系） ； Photomedicine Institute（光医学研究所） ； Centre for Clinical Epidemiology and Evaluation（临床流行病学与评估中心） ； School of Biomedical Engineering（生物医学工程学院） ； Department of Electrical and Computer Engineering（电气与计算机工程系） ； Department of Population Health Sciences（人群健康科学系） ； BC Cancer（不列颠哥伦比亚省癌症中心） ； BC Children’s Hospital Research Institute（不列颠哥伦比亚儿童医院研究机构） ； Guangdong Key Laboratory of Biomedical Measurements and Ultrasound Imaging（广东生物医学测量与超声成像重点实验室） ； Shenzhen University Medical School（深圳大学医学院） ； Shenzhen University（深圳大学） 纠错

Comments The paper was officially accepted for publication in IEEE Transactions on Neural Networks and Learning Systems in August 2025

Conv4Rec: A 1-by-1 Convolutional AutoEncoder for User Profiling through Joint Analysis of Implicit and Explicit Feedbacks

Antoine Ledent, Petr Kasalický, Rodrigo Alves, Hady W. Lauw

Comments Accepted at Transactions on Neural Networks and Learning Systems (TNNLS)

On the Real-World Adversarial Robustness of Real-Time Semantic Segmentation Models for Autonomous Driving

Giulio Rossolini, Federico Nesti, Gianluca D'Amico, Saasha Nair, Alessandro Biondi, Giorgio Buttazzo

机构 * Department of Excellence in Robotics \& AI, Scuola Superiore Sant'Anna, Pisa, Italy 纠错

Journal ref IEEE Transactions on Neural Networks and Learning Systems ( Volume: 35, Issue: 12, December 2024)

Expandable Residual Approximation for Knowledge Distillation

Zhaoyi Yan, Binghui Chen, Yunfan Liu, Qixiang Ye

机构 * School of Computer Science and Technology, Harbin Institute of Technology（计算机科学与技术学院，哈尔滨工业大学） ； Beijing University of Posts and Telecommunications（北京邮电大学） ； School of Electronics, Electrical and Communication Engineering, University of Chinese Academy of Sciences（电子、电气与通信工程学院，中国科学院大学） 纠错

Comments TNNLS 2025

Distilling Reasoning Ability from Large Language Models with Adaptive Thinking

Xiaoshu Chen, Sihang Zhou, Ke Liang, Xinwang Liu

机构 * College of Computer Science and Technology, National University of Defense Technology（计算机科学与技术学院，国防科技大学） ； College of Intelligence Science and Technology, National University of Defense Technology（智能科学与技术学院，国防科技大学） 纠错

Comments This work has been accepted by IEEE for publication. Early access in IEEE Transactions on Neural Networks and Learning Systems

NACHOS: Neural Architecture Search for Hardware Constrained Early Exit Neural Networks

Matteo Gambella, Jary Pomponi, Simone Scardapane, Manuel Roveri

机构 * Sapienza Università di Roma（罗马大学） 纠错

Comments Published in IEEE Transactions on Neural Networks and Learning Systems (TNNLS) 2025

Restricted Minimum Error Entropy Criterion for Robust Classification

Yuanhao Li, Badong Chen, Natsue Yoshimura, Yasuharu Koike

Journal ref IEEE Transactions on Neural Networks and Learning Systems (Volume: 33, Issue: 11, November 2022)

Architectural Insights into Knowledge Distillation for Object Detection: A Comprehensive Review

Mahdi Golizadeh, Nassibeh Golizadeh, Mohammad Ali Keyvanrad, Hossein Shirazi

Comments 20 pages, 11 figures, This paper was submitted to IEEE Transactions on Neural Networks and Learning Systems

TVDO: Tchebycheff Value-Decomposition Optimization for Multi-Agent Reinforcement Learning

Xiaoliang Hu, Pengcheng Guo, Yadong Li, Guanyu Li, Zhen Cui, Jian Yang

Journal ref IEEE Transactions on Neural Networks and Learning Systems 2024

Learning Granularity-Aware Affordances from Human-Object Interaction for Tool-Based Functional Dexterous Grasping

Fan Yang, Wenrui Chen, Kailun Yang, Haoran Lin, Dongsheng Luo, Conghui Tang, Zhiyong Li, Yaonan Wang

机构 * School of Artificial Intelligence and Robotics, Hunan University（人工智能与机器人学院，湖南大学） ； National Engineering Research Center of Robot Visual Perception and Control Technology, Hunan University（机器人视觉感知与控制技术国家工程研究中心，湖南大学） 纠错

Comments Accepted to IEEE Transactions on Neural Networks and Learning Systems (TNNLS). The source code and the established dataset are available at https://github.com/yangfan293/GAAF-DEX

Granular Ball Twin Support Vector Machine

A. Quadir, M. Sajid, M. Tanveer

Comments Manuscript submitted to IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS: 19 September 2023; revised 13 February 2024 and 14 July 2024; accepted 05 October 2024

Journal ref IEEE TRANSACTIONS ON NEURAL NETWORKS AND LEARNING SYSTEMS, 2024

DRBM-ClustNet: A Deep Restricted Boltzmann-Kohonen Architecture for Data Clustering

J. Senthilnath, Nagaraj G, Sumanth Simha C, Sushant Kulkarni, Meenakumari Thapa, Indiramma M, Jón Atli Benediktsson

Comments 14 pages, 7 figures

Journal ref IEEE Transactions on Neural Networks and Learning Systems 2024

Reconciling Attribute and Structural Anomalies for Improved Graph Anomaly Detection

Chunjing Xiao, Jiahui Lu, Xovee Xu, Fan Zhou, Tianshu Xie, Wei Lu, Lifeng Xu

机构 * School of Computer and Information Engineering, Henan University（河南大学计算机与信息工程学院） ； School of Information and Software Engineering, University of Electronic Science and Technology of China（电子科技大学信息与软件工程学院） ； Yangtze Delta Region Institute (Quzhou), University of Electronic Science and Technology of China（电子科技大学长江三角洲地区研究所（衢州）） ； Quzhou Affiliated Hospital of Wenzhou Medical University, Quzhou People’s Hospital（温州医学院衢州附属医院，衢州人民医院） 纠错

Comments Accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS); DOI: https://doi.org/10.1109/TNNLS.2025.3561172

Double Successive Over-Relaxation Q-Learning with an Extension to Deep Reinforcement Learning

Shreyas S R

机构 * Research Scholar, Department of Mathematics, Indian Institute of Technology (IIT) Indore（印度理工学院印度奥德分校数学系研究学者） 纠错

Journal ref IEEE Transactions on Neural Networks and Learning Systems 2025

Deep Multi-Manifold Transformation Based Multivariate Time Series Fault Detection

Hong Liu, Xiuxiu Qiu, Yiming Shi, Miao Xu, Zelin Zang, Zhen Lei

机构 * School of Information and Electrical Engineering, Hangzhou City University（杭州城市大学信息与电子工程学院） ； Academy of Edge Intelligence, Hangzhou City University（杭州城市大学边缘智能研究院） ； College of Information Engineering, Zhejiang University of Technology（浙江工业大学信息工程学院） ； Institute of Cyber-Systems and Control, Zhejiang University（浙江大学网络系统与控制研究所） ； Centre for Artificial Intelligence and Robotics (CAIR), HKISI-CAS（人工智能与机器人中心（CAIR）） ； State Key Laboratory of Multimodal Artificial Intelligence Systems (MAIS), Institute of Automation, Chinese Academy of Sciences (CASIA)（多模态人工智能系统国家重点实验室（MAIS）） ； School of Artificial Intelligence, University of Chinese Academy of Sciences (UCAS)（中国科学院大学人工智能学院） 纠错

Comments 11 pages, 7 figures, accepted by TNNLS

Threats and Defenses in Federated Learning Life Cycle: A Comprehensive Survey and Challenges

Yanli Li, Zhongliang Guo, Nan Yang, Huaming Chen, Dong Yuan, Weiping Ding

机构 * School of Artificial Intelligence and Computer Science, Nantong University（人工智能与计算机科学学院，南通大学） ； School of Electrical and Computer Engineering, The University of Sydney（电气与计算机工程学院，悉尼大学） ； University of St Andrews（圣安德鲁大学） 纠错

Journal ref IEEE Transactions on Neural Networks and Learning Systems, 2025, Page(s): 1 - 21

Uncertainty-Aware Graph Neural Networks: A Multi-Hop Evidence Fusion Approach

Qingfeng Chen, Shiyuan Li, Yixin Liu, Shirui Pan, Geoffrey I. Webb, Shichao Zhang

Comments Accepted by TNNLS

Fed-HeLLo: Efficient Federated Foundation Model Fine-Tuning with Heterogeneous LoRA Allocation

Zikai Zhang, Ping Liu, Jiahao Xu, Rui Hu

机构 * Department of Computer Science and Engineering, University of Nevada, Reno（计算机科学与工程系，内华达大学雷诺分校） 纠错

Comments Accepted to TNNLS 2025

RBFleX-NAS: Training-Free Neural Architecture Search Using Radial Basis Function Kernel and Hyperparameter Detection

Tomomasa Yamasaki, Zhehui Wang, Tao Luo, Niangjun Chen, Bo Wang

Comments 15 pages, 17 figures, Published on IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Journal ref Year 2025, Volume 36, Number 6

Diversify and Conquer: Open-set Disagreement for Robust Semi-supervised Learning with Outliers

Heejo Kong, Sung-Jin Kim, Gunho Jung, Seong-Whan Lee

机构 * Department of Brain and Cognitive Engineering, Korea University（脑科学与认知工程系，韩国大学） ； Department of Artificial Intelligence, Korea University（人工智能系，韩国大学） 纠错

Comments Accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS)

Guarding Graph Neural Networks for Unsupervised Graph Anomaly Detection

Yuanchen Bei, Sheng Zhou, Jinke Shi, Yao Ma, Haishuai Wang, Jiajun Bu

机构 * College of Computer Science and Technology, Zhejiang University（浙江大学计算机科学与技术学院） ； Zhejiang Key Laboratory of Accessible Perception and Intelligent Systems（浙江可感知感知与智能系统重点实验室） ； Department of Computer Science, Rensselaer Polytechnic Institute（罗切斯特理工学院计算机科学系） 纠错

Comments Accepted by IEEE TNNLS (14 pages, 10 figures)

An Interpretable Neural Control Network with Adaptable Online Learning for Sample Efficient Robot Locomotion Learning

Arthicha Srisuchinnawong, Poramate Manoonpong

机构 * Vidyasirimedhi Institute of Science and Technology（维达亚希米德科学与技术学院） ； The Mærsk Mc-Kinney Møller Institute（马士基麦金尼·莫勒研究所） ； University of Southern Denmark（南方丹麦大学） 纠错

Comments 20 pages, 11 Figures + 6 Figures in supplementary material section, 2 Tables, submitted to TNNLS (minor revision; revision submitted 5 October 2024)

BihoT: A Large-Scale Dataset and Benchmark for Hyperspectral Camouflaged Object Tracking

Hanzheng Wang, Wei Li, Xiang-Gen Xia, Qian Du

机构 * School of Information and Electronics, Beijing Institute of Technology（信息与电子学院，北京理工大学） ； Beijing Key Laboratory of Fractional Signals and Systems（北京分数信号与系统重点实验室） ； National Key Laboratory of Science and Technology on Space-Born Intelligent Information Processing（空间生智能信息处理国家重点实验室） ； Department of Electrical and Computer Engineering, University of Delaware（电气与计算机工程系，德雷塞尔大学） ； Department of Electrical and Computer Engineering, Mississippi State University（电气与计算机工程系，密苏里州立大学） 纠错

Comments IEEE Transactions on Neural Networks and Learning Systems, 2025

Persistence of Backdoor-based Watermarks for Neural Networks: A Comprehensive Evaluation

Anh Tu Ngo, Chuan Song Heng, Nandish Chattopadhyay, Anupam Chattopadhyay

Comments Accepted by IEEE Transactions on Neural Networks and Learning Systems (TNNLS)