Connectionists: NEURAL NETWORKS, Dec. 2025

[Wang, Deliang]

Neural Networks - Volume 192, December 2025
https://www.journals.elsevier.com/neural-networks


Linkage on security, privacy and fairness in federated learning: New balances and new perspectives
Linlin Wang, Tianqing Zhu, Wanlei Zhou, Philip S. Yu

Design and analysis of gradient-based differential neural network for solving time-varying quadratic problems with inequality constraint
Yang Zeng, Cheng Hua, Bolin Liao, Zhan Li

DialogueLLM: Context and emotion knowledge-tuned large language models for emotion recognition in conversations
Yazhou Zhang, Mengyao Wang, Youxi Wu, Prayag Tiwari, ... Jing Qin

Two novel cold-start multistage neural solvers for constrained nonlinear equations with extended time horizons
Qiuyue Zuo, Haibing Fan, Lin Xiao, Zhizhong Liu

MetaNIRS: A general decoding framework for fNIRS based motor execution/imagery
Yu Li, Yu Sun, Feng Wan, Zhen Yuan, ... Hongtao Wang

CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis
Xiaotong Zhu, Yudie Wang, Yuqing Ma, Zhange Zhang, Yujun Gao

Kernel-based LFP estimation in detailed large-scale spiking network model of mouse visual cortex
Nicolò Meneghetti, Atle E. Rimehaug, Gaute T. Einevoll, Alberto Mazzoni, Torbjørn V. Ness

Detector-based boundary synchronization control of hidden Markov jump reaction-diffusion neural networks
Lin Sun, Hailong Huang, Yan Peng, Juntong Qi

Dual branch neural network with dynamic learning mechanism for P300-based brain-computer interfaces
Shurui Li, Ren Xu, Xingyu Wang, Andrzej Cichocki, Jing Jin

EEGMamba: An EEG foundation model with Mamba
Jiquan Wang, Sha Zhao, Zhiling Luo, Yangxuan Zhou, ... Gang Pan

Explainable multiplex graph propagational network with multimodal neuroimage integration for dementia subtype diagnosis
Sunghong Park, Dong-gi Lee, Juhyeon Kim, Dokyoon Kim, ... Hyunjung Shin

A novel model on improving Chinese dialogue summarization with multi-perspective information enhancement
Zhendong Wang, Kaikun Dong, Zongwei Du, Junheng Huang, ... Bailing Wang

Aspect-based sentiment analysis based on multi-granularity graph convolutional network
Yanfen Cheng, Minghui Yuan, Fan He, Xun Shao, Jiajun Wu

PKI: Prior knowledge-infused neural network for few-shot class-incremental learning
Kexin Bao, Fanzhao Lin, Zichen Wang, Yong Li, ... Shiming Ge

Multiple semantic prompt for rehearsal-free continual learning
Junwei Chen, Zhenyu Zhang, Depeng Li, Zhigang Zeng

Effective and lightweight representation learning for signed bipartite graphs
Gyeongmin Gu, Minseo Jeon, Hyun-Je Song, Jinhong Jung

Tensor wheel completion for visual data with sparsity and smoothness on latent space
Jinshi Yu, Yuan Xie, Ge Ma, Xiaomeng Li

A survey of low-bit large language models: Basics, systems, and algorithms
Ruihao Gong, Yifu Ding, Zining Wang, Chengtao Lv, ... Xianglong Liu

Human gaze-based dual teacher guidance learning for semi-supervised medical image segmentation
Rongjun Ge, Chong Wang, Yuxin Liu, Chunqiang Lu, ... Yuting He

Contrastive Forward-Forward: A training algorithm of vision transformer
Hossein Aghagolzadeh, Mehdi Ezoji

PVBF: A framework for mitigating parameter variation imbalance in online continual learning
Zelin Tao, Hao Deng, Mingqing Liu, Lijun Zhang, Shengjie Zhao

Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning
Weiqiang Jin, Xingwu Tian, Ningwei Wang, Baohai Wu, ... Guang Yang

Multi-view contrastive learning for graph adversarial defense
Xiao Zhang, Peng Bao

Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model
Xueying Fan, Liming Xu, Bochuan Zheng, Xianhua Zeng, ... Zhiwei Huang

Experimental data-efficient reinforcement learning with an ensemble of surrogate models
Jiazhou Jiang, Zhiyong Chen

DILC-ESAE: Data-Info envelope stacked autoencoder on correlation among samples rather than themselves
Jie Ma, Chuanyan Zhou, Zhixuan Fan, Yongming Li, ... Pin Wang

Exploring dual-view graph structures: Contrastive learning with graph and hypergraph for multivariate time series classification
Ziyi Xiao, Cong Luo, Jiajia Hu, Guodong Sa, Yueyang Wang

Decoding natural visual scenes via learnable representations of neural spiking sequences
Jing Peng, Shanshan Jia, Jiyuan Zhang, Yongxing Wang, ... Jian K. Liu

Adversarial purification with one-step guided diffusion model
Yanchun Li, Zemin Li, Long Huang, Lingzhi Hu, ... Dongsu Shen

M^3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis
Nana Jia, Tong Jia, Zhiao Zhang, Yanchao Zhang, ... Shuang Liu

Price-aware debiased learning model for recommendation
Jiajin Wu, Bo Yang, Qianyang Zhu, Runze Mao, Qing Li

DP2Unlearning: An efficient and guaranteed unlearning framework for LLMs
Tamim Al Mahmud, Najeeb Jebreel, Josep Domingo-Ferrer, David Sánchez

Multiple one-shot image generation via deep structure reshuffle
Yao Gou, Min Li, Yusen Zhang, Xianjie Zhang, Yujie He

SS-KAN: Self-supervised Kolmogorov-Arnold networks for limited data remote sensing semantic segmentation
Jiyong Zhang, Zeyan Jin, Yiqian Xia, Xihua Yuan, ... Deguang Li

Beyond Homophily: Class imbalance graph classification via Rewiring Graph of Graphs
Hui Shen, Huifang Ma, Jiyuan Sun, Yuwei Gao, Zhixin Li

ShiftKD: Benchmarking knowledge distillation under distribution shift
Songming Zhang, Yuxiao Luo, Ziyu Lyu, Xiaofeng Chen

A comprehensive assessment benchmark for rigorously evaluating deep learning image classifiers
Michael William Spratling

Neuro-dynamic programming-based event-triggered fault tolerant control for nonlinear systems with multiple faults
Haowei Lin, Weifeng Su, Runlin Huang, Bo Zhao, ... Wentao Fan

GSAformer: Group sparse attention transformer for functional brain network analysis
Lina Zhou, Xiao Jiang, Mengxue Pang, Jinshan Zhang, ... Lishan Qiao

LeanKAN: a parameter-lean Kolmogorov-Arnold network layer with improved memory efficiency and convergence behavior
Benjamin C. Koenig, Suyong Kim, Sili Deng

Reinforcement learning with temporal and variable dependency-aware transformer for stock trading optimization
Yifan Li, Xu Dong, Zhuang Wu, Jing Gao, ... Lina Yu

Optimizing the multi-objective traveling salesman problem with a deep reinforcement learning algorithm using cross fusion attention networks
Xiaoyu Fu, Shenshen Gu, Chee-Meng Chew

Enhancing adversarial transferability via transformation inference
Jiaxin Hu, Jie Lin, Xiangyuan Yang, Hanlin Zhang, Peng Zhao

DMCA-Net: Dual-branch multi-granularity hierarchical contrast and cross-attention network for cervical abnormal cell detection
Zhiping Wang, Peng Yao, Shuwei Shen, Pengfei Shao, ... Ronald X. Xu

Dominant preference decoupling and guided perturbed preference injection for cross-domain sequence recommendation
Xiuze Li, Zhenhua Huang, Changdong Wang, Yunwen Chen

FairForensics: mitigating attribute bias in deepfake detection by integrating texture and attribute features
Chunlei Peng, Yinyin Chen, Decheng Liu, Nannan Wang, Xinbo Gao

RoSwish: A novel Rotating Swish activation function with adaptive rotation around zero
Shengbo Zhang, Guoqiang Ren

Wind power generation forecasting system based on multi-model intelligent fusion strategy and probabilistic forecasting technology
Yamei Chen, Jianzhou Wang, Runze Li, Bo Zeng, Haiyan Lu

Adaptive set-level metric for few-Shot image classification
Yadang Chen, Zhen Xu, Jin Wang, Zhi-Xin Yang

Family-based continual learning for multi-domain pattern analysis in federated frameworks with GCN and ViT
Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, ... Weixiang Liu

CMFF: Cross-modal feature fusion network for robust point cloud completion
Jian Gao, Yuhe Zhang, Pengbo Zhou, Xinda Liu, ... Guohua Geng

Boosting Knowledge Graph with Diverse-Aware Intent Inference for recommendations
Shaoqing Lv, Chichi Wang, Ju Xiang, Zhiqiang Bao, Min Li

A cause fusion framework with information bottleneck for conversational causal emotion entailment
Xinxin Su, Zhen Huang, Menglong Lu, Sisi Dai, ... Yunxiang Zhao

JCCMTM: Joint channel-independent and channel-dependent strategy for masked multivariate time-series modeling
Qi Li, Zhenyu Zhang, Yong Zhang, Zhao Zhang, ... Junlan Feng

MultiverseAD: Enhancing spatial-temporal synchronous attention networks with causal knowledge for multivariate time series anomaly detection
Xudong Jia, Defu Cao, Niangxi Zhuang, Wei Peng, ... Chiran Shen

MPGM:Multi-prompt generation model with self-supervised contrastive learning for aspect sentiment triplet extraction
Kun Yang, Liansong Zong, Mingwei Tang, Jie Hu, ... Mingfeng Zhao

Efficient offline-to-online reinforcement learning with pre-reduced out-of-distribution Q-values
Tao Wang, Xiangfeng Luo, Zhenyu Zhang, Shaorong Xie

GAE-Net: A gait-assisted enhancement network for video-based person re-identification
Minting Dai, Xi Yang, Wenjiao Dong, Nannan Wang

STARFormer: A novel spatio-temporal aggregation reorganization transformer of FMRI for brain disorder diagnosis
Wenhao Dong, Yueyang Li, Weiming Zeng, Lei Chen, ... Nizhuan Wang

A functional iterative approach for twin bounded support vector machine with squared pinball loss (Spin-FITBSVM)
Deepak Gupta, Barenya Bikash Hazarika, Umesh Gupta

Liquid state machines Gaussian process
Hengbin Liu, Xin Wang, Changsheng Li, Ning Tan

Context selectivity with dynamic availability enables lifelong continual learning
Martin L.L.R. Barry, Wulfram Gerstner, Guillaume Bellec

X-UNet:A novel global context-aware collaborative fusion U-shaped network with progressive feature fusion of codec for medical image segmentation
Shijie Xu, Yufeng Chen, Xiaoqian Zhang, Feng Sun, ... Chao Luo

Robust open intent classification in many-shot and few-shot scenarios
Jingkai Wang, Xiangkun Wang, Jiafen Liu, Xiaocao Ouyang, ... Xin Yang

Static-dynamic class-level perception consistency in video semantic segmentation
Zhigang Cen, Ningyan Guo, Wenjing Xu, Zhiyong Feng, Danlan Huang

Fast Heterogeneous Graph Neural Network Generation via Meta Contrastive Learning
Jia Wu, Zixuan Xu, SiYao Qiao

Strategies at a glance: A comparative analysis of training techniques for optimizing early-exit deep neural networks
Haseena Rahmath P, Kuldeep Chaurasia, Abhay Bansal

CSFformer: Redefining multi-channel time series analysis with cross-scale fusion Transformer
Meng Wan, Huan Hao, Jue Wang, Qi Su, ... Liqiang Yao

Variational autoencoder for distributional learning via quantile function estimation
Seunghwan An, Sungchul Hong, Jong-June Jeon

Online kernel selection for online multi-label classification
Tingting Zhai, Wei Liu

Type-agnostic and form-oriented deductive conclusion generation
Xin Wu, Yuqi Bu, Yi Cai, Yifei Chen, Ho-Fung Leung

SSCLMix: A self-supervised contrastive learning-based data mixing augmentation method
Juntao Hou, Yingyue Zhou, Jiamin Qin, Juan Zhang, ... Junfei Guo

Causality guided co-attention network for visual question answering
Jiali Miao, Kui Yu, Baofu Fang, Le Wu, Richang Hong

MSB-VQA: Overcoming multiple source biases for robust visual question answering
Jingliang Gu, Xingjie Zhuang, Zhixin Li

Uniform approximation with quadratic neural networks
Ahmed Abdeljawad

LS-PRISM: A layer-selective pruning method via low-rank approximation and sparsification for efficient large language model compression
Renshuai Tao, Hairong Chen, Yuzhe Guo, Jiakai Wang, ... Yao Zhao

Robust full-parameter control method: Constructing multiscroll HNN via memristor
Zhiqiang Wan, Yi-Fei Pu, Minghong Qin, Qiang Lai

SCFMUNet: A fusion architecture based on multi-scale state space model and channel attention for medical image segmentation
Zhiyong Huang, Zhiyu Zhao, Zhi Yu, Mingyang Hou, ... Hans Gregersen

Global polynomial synchronization of neural networks with bidirectional proportional delays via adaptive pinning control and its application in image encryption
Liqun Zhou, Yongkang Zhang, Xinsong Yang, Jiapeng Han

Nucleotide-level circRNA-RBP binding sites prediction based on hybrid encoding scheme and enhanced feature extraction
Yajing Guo, Xiujuan Lei, Zhengfeng Wang, Ling Guo, ... Yi Pan

Quasi-synchronization of Caputo-Hadamard fractional-order memristive neural networks with time-varying delays
Haining Li, Hong-Li Li, Tingwen Huang, Xinzhi Liu, Jinde Cao

Sampled-data control-based stabilization of fuzzy inertial quaternion-valued delayed neural networks with parameter uncertainties
Ziye Zhang, Shuwen Lv, Runan Guo, Zhen Wang, Chong Lin

Long-range diffusion for weakly camouflaged object segmentation
Rui Wang, Caijuan Shi, Weixiang Gao, Changyu Duan, ... Yunchao Wei

Hierarchical fine-grained multi-behavior recommendation with behavior-aware contrastive learning
Kaiyao Zhu, Jinhuan Liu, Xuemeng Song, Jianhua Yin, ... Junwei Du

State bounding for discrete-time switched genetic regulatory networks with time delay and exogenous disturbances
Jiayuan Yan, Bin Hu, Zhi-Hong Guan, Ding-Xue Zhang

A Physics-Informed Neural Network framework for solving PDEs on point clouds via surface reconstruction
Junseung Ryu, Seungtae Park, Hyung Ju Hwang

High-dimensional classification problems with Barron regular boundaries under margin conditions
Jonathan García, Philipp Petersen

A novel number-theoretic sampling method for neural network solutions of partial differential equations
Yu Yang, Pingan He, Xiaoling Peng, Qiaolin He

Neural dynamics and synaptic plasticity in simple networks drive Lévy flight foraging and obstacle avoidance behaviors for bio-inspired autonomous flight
Vatsanai Jaiton, Poramate Manoonpong

Study of fractional order epidemic compartmental model by using artificial deep neural networks
Eiman, Kamal Shah, Muhammad Sarwar, Thabet Abdeljawad

Interpreting reservoir computing through the equivalent visualization of its loss landscape
Xinyu Han, Ziqi Yang, Yi Zhao

EEG Emotion Copilot: Optimizing lightweight LLMs for emotional EEG interpretation with assisted medical record generation
Hongyu Chen, Weiming Zeng, Chengcheng Chen, Luhui Cai, ... Nizhuan Wang

Conformalized prediction of post-fault voltage trajectories using pre-trained and finetuned attention-driven neural operators
Amirhossein Mollaali, Gabriel Zufferey, Gonzalo Constante-Flores, Christian Moya, ... Guang Lin

Continual source-free active domain adaptation for nasopharyngeal carcinoma tumor segmentation across multiple hospitals
Zhaocan Yang, Yan Li, Yang Liu

Singular values-driven automated filter pruning
Van Tien Pham, Yassine Zniyed, Thanh Phuong Nguyen

VDCRL: vulnerability detection with supervised contrastive code representation learning
Xinghang Lv, Jianming Fu, Yu Nie

MGTR-MISS: More Ground Truth Retrieving based Multimodal Interaction and Semantic Supervision for video description
Jiayu Zhang, Pengjie Tang, Yunlan Tan, Hanli Wang

Hierarchical knowledge-guided reasoning for text-based person re-identification
Ruigeng Zeng, Wentao Ma, Tongqing Zhou, Shan Zhao, ... Jie Liu

Temporal structure-preserving transformer for industrial load forecasting
Senzhen Wu, Zhijin Wang, Xiufeng Liu, Yuan Zhao, ... Yaohui Huang

Enhancing intelligent transportation systems with a more efficient model for long-term traffic predictions based on an attention mechanism and a residual temporal convolutional network
Selim Reza, Marta Campos Ferreira, J.J.M. Machado, João Manuel R.S. Tavares

Exclusive style removal for cross domain novel class discovery
Yicheng Wang, Feng Liu, Junmin Liu, Kai Sun

Regional crowd flow estimation from aerial view
Huibin Wei, Qi Li, Xindai Lin, Yuhao Lin, ... Wenxi Liu

A lightweight dual-student mean teacher semi-supervised semantic segmentation method for skin lesions
Guokai Zhang, Jindian Lu, Yongyong Chen, Yuanhaonan Deng, ... Lixia Xue

Dual channel and dual feedback loop self-learning memristive neural network circuit and its application
Qiuzhen Wan, Jiong Liu, Tieqiao Liu, Rou Zhou, Peng Qin

Lossless steganographic network via model arithmetic operations
Yao Fan, Fuqiang Di, Mingqing Zhang, Zichi Wang, Jia Liu

MHDBN: Mamba-based hybrid dual-branch network for multi-focus image fusion
Pan Wu, Jin Tang

Are Vision-xLSTM-embedded U-Nets better at segmenting medical images?
Pallabi Dutta, Soham Bose, Swalpa Kumar Roy, Sushmita Mitra

HSFF-Net: Hierarchical spectral-feature fusion network for deepfake detection and localization
Ruidong Han, Xiaofeng Wang, Ningning Bai, Jianpeng Hou, ... Jianghua Li

Adaptively trigger memory network with temporal consistency for semi-supervised long video object segmentation
Fan Zhang, Xiangxu Cao, Yuqian Zhao

-------------- next part --------------
An HTML attachment was scrubbed...
URL: <http://mailman.srv.cs.cmu.edu/pipermail/connectionists/attachments/20251124/54e6ba3e/attachment.html>