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<p class="MsoNormal">Neural Networks - Volume 192, December 2025<o:p></o:p></p>
<p class="MsoNormal"><a href="https://www.journals.elsevier.com/neural-networks">https://www.journals.elsevier.com/neural-networks</a><o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Linkage on security, privacy and fairness in federated learning: New balances and new perspectives<o:p></o:p></p>
<p class="MsoNormal">Linlin Wang, Tianqing Zhu, Wanlei Zhou, Philip S. Yu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Design and analysis of gradient-based differential neural network for solving time-varying quadratic problems with inequality constraint<o:p></o:p></p>
<p class="MsoNormal">Yang Zeng, Cheng Hua, Bolin Liao, Zhan Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">DialogueLLM: Context and emotion knowledge-tuned large language models for emotion recognition in conversations<o:p></o:p></p>
<p class="MsoNormal">Yazhou Zhang, Mengyao Wang, Youxi Wu, Prayag Tiwari, ... Jing Qin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Two novel cold-start multistage neural solvers for constrained nonlinear equations with extended time horizons<o:p></o:p></p>
<p class="MsoNormal">Qiuyue Zuo, Haibing Fan, Lin Xiao, Zhizhong Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MetaNIRS: A general decoding framework for fNIRS based motor execution/imagery<o:p></o:p></p>
<p class="MsoNormal">Yu Li, Yu Sun, Feng Wan, Zhen Yuan, ... Hongtao Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">CognitMoE: A cognition-aware collaborative multi-expert network for bipolar disorder diagnosis<o:p></o:p></p>
<p class="MsoNormal">Xiaotong Zhu, Yudie Wang, Yuqing Ma, Zhange Zhang, Yujun Gao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Kernel-based LFP estimation in detailed large-scale spiking network model of mouse visual cortex<o:p></o:p></p>
<p class="MsoNormal">Nicolň Meneghetti, Atle E. Rimehaug, Gaute T. Einevoll, Alberto Mazzoni, Torbjřrn V. Ness<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Detector-based boundary synchronization control of hidden Markov jump reaction–diffusion neural networks<o:p></o:p></p>
<p class="MsoNormal">Lin Sun, Hailong Huang, Yan Peng, Juntong Qi<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Dual branch neural network with dynamic learning mechanism for P300-based brain-computer interfaces<o:p></o:p></p>
<p class="MsoNormal">Shurui Li, Ren Xu, Xingyu Wang, Andrzej Cichocki, Jing Jin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">EEGMamba: An EEG foundation model with Mamba<o:p></o:p></p>
<p class="MsoNormal">Jiquan Wang, Sha Zhao, Zhiling Luo, Yangxuan Zhou, ... Gang Pan<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Explainable multiplex graph propagational network with multimodal neuroimage integration for dementia subtype diagnosis<o:p></o:p></p>
<p class="MsoNormal">Sunghong Park, Dong-gi Lee, Juhyeon Kim, Dokyoon Kim, ... Hyunjung Shin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A novel model on improving Chinese dialogue summarization with multi-perspective information enhancement<o:p></o:p></p>
<p class="MsoNormal">Zhendong Wang, Kaikun Dong, Zongwei Du, Junheng Huang, ... Bailing Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Aspect-based sentiment analysis based on multi-granularity graph convolutional network<o:p></o:p></p>
<p class="MsoNormal">Yanfen Cheng, Minghui Yuan, Fan He, Xun Shao, Jiajun Wu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">PKI: Prior knowledge-infused neural network for few-shot class-incremental learning<o:p></o:p></p>
<p class="MsoNormal">Kexin Bao, Fanzhao Lin, Zichen Wang, Yong Li, ... Shiming Ge<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Multiple semantic prompt for rehearsal-free continual learning<o:p></o:p></p>
<p class="MsoNormal">Junwei Chen, Zhenyu Zhang, Depeng Li, Zhigang Zeng<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Effective and lightweight representation learning for signed bipartite graphs<o:p></o:p></p>
<p class="MsoNormal">Gyeongmin Gu, Minseo Jeon, Hyun-Je Song, Jinhong Jung<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Tensor wheel completion for visual data with sparsity and smoothness on latent space<o:p></o:p></p>
<p class="MsoNormal">Jinshi Yu, Yuan Xie, Ge Ma, Xiaomeng Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A survey of low-bit large language models: Basics, systems, and algorithms<o:p></o:p></p>
<p class="MsoNormal">Ruihao Gong, Yifu Ding, Zining Wang, Chengtao Lv, ... Xianglong Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Human gaze-based dual teacher guidance learning for semi-supervised medical image segmentation<o:p></o:p></p>
<p class="MsoNormal">Rongjun Ge, Chong Wang, Yuxin Liu, Chunqiang Lu, ... Yuting He<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Contrastive Forward-Forward: A training algorithm of vision transformer<o:p></o:p></p>
<p class="MsoNormal">Hossein Aghagolzadeh, Mehdi Ezoji<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">PVBF: A framework for mitigating parameter variation imbalance in online continual learning<o:p></o:p></p>
<p class="MsoNormal">Zelin Tao, Hao Deng, Mingqing Liu, Lijun Zhang, Shengjie Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Representation-driven sampling and adaptive policy resetting for improving multi-Agent reinforcement learning<o:p></o:p></p>
<p class="MsoNormal">Weiqiang Jin, Xingwu Tian, Ningwei Wang, Baohai Wu, ... Guang Yang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Multi-view contrastive learning for graph adversarial defense<o:p></o:p></p>
<p class="MsoNormal">Xiao Zhang, Peng Bao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Pre- to post-contrast medical image synthesis with outline-guide accelerate diffusion model<o:p></o:p></p>
<p class="MsoNormal">Xueying Fan, Liming Xu, Bochuan Zheng, Xianhua Zeng, ... Zhiwei Huang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Experimental data-efficient reinforcement learning with an ensemble of surrogate models<o:p></o:p></p>
<p class="MsoNormal">Jiazhou Jiang, Zhiyong Chen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">DILC-ESAE: Data-Info envelope stacked autoencoder on correlation among samples rather than themselves<o:p></o:p></p>
<p class="MsoNormal">Jie Ma, Chuanyan Zhou, Zhixuan Fan, Yongming Li, ... Pin Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Exploring dual-view graph structures: Contrastive learning with graph and hypergraph for multivariate time series classification<o:p></o:p></p>
<p class="MsoNormal">Ziyi Xiao, Cong Luo, Jiajia Hu, Guodong Sa, Yueyang Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Decoding natural visual scenes via learnable representations of neural spiking sequences<o:p></o:p></p>
<p class="MsoNormal">Jing Peng, Shanshan Jia, Jiyuan Zhang, Yongxing Wang, ... Jian K. Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Adversarial purification with one-step guided diffusion model<o:p></o:p></p>
<p class="MsoNormal">Yanchun Li, Zemin Li, Long Huang, Lingzhi Hu, ... Dongsu Shen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">M^3T-CKD: A multi-modal multi-teacher contrastive knowledge distillation framework for survival prediction of patients with carotid atherosclerosis<o:p></o:p></p>
<p class="MsoNormal">Nana Jia, Tong Jia, Zhiao Zhang, Yanchao Zhang, ... Shuang Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Price-aware debiased learning model for recommendation<o:p></o:p></p>
<p class="MsoNormal">Jiajin Wu, Bo Yang, Qianyang Zhu, Runze Mao, Qing Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">DP2Unlearning: An efficient and guaranteed unlearning framework for LLMs<o:p></o:p></p>
<p class="MsoNormal">Tamim Al Mahmud, Najeeb Jebreel, Josep Domingo-Ferrer, David Sánchez<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Multiple one-shot image generation via deep structure reshuffle<o:p></o:p></p>
<p class="MsoNormal">Yao Gou, Min Li, Yusen Zhang, Xianjie Zhang, Yujie He<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">SS-KAN: Self-supervised Kolmogorov-Arnold networks for limited data remote sensing semantic segmentation<o:p></o:p></p>
<p class="MsoNormal">Jiyong Zhang, Zeyan Jin, Yiqian Xia, Xihua Yuan, ... Deguang Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Beyond Homophily: Class imbalance graph classification via Rewiring Graph of Graphs<o:p></o:p></p>
<p class="MsoNormal">Hui Shen, Huifang Ma, Jiyuan Sun, Yuwei Gao, Zhixin Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">ShiftKD: Benchmarking knowledge distillation under distribution shift<o:p></o:p></p>
<p class="MsoNormal">Songming Zhang, Yuxiao Luo, Ziyu Lyu, Xiaofeng Chen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A comprehensive assessment benchmark for rigorously evaluating deep learning image classifiers<o:p></o:p></p>
<p class="MsoNormal">Michael William Spratling<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Neuro-dynamic programming-based event-triggered fault tolerant control for nonlinear systems with multiple faults<o:p></o:p></p>
<p class="MsoNormal">Haowei Lin, Weifeng Su, Runlin Huang, Bo Zhao, ... Wentao Fan<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">GSAformer: Group sparse attention transformer for functional brain network analysis<o:p></o:p></p>
<p class="MsoNormal">Lina Zhou, Xiao Jiang, Mengxue Pang, Jinshan Zhang, ... Lishan Qiao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">LeanKAN: a parameter-lean Kolmogorov-Arnold network layer with improved memory efficiency and convergence behavior<o:p></o:p></p>
<p class="MsoNormal">Benjamin C. Koenig, Suyong Kim, Sili Deng<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Reinforcement learning with temporal and variable dependency-aware transformer for stock trading optimization<o:p></o:p></p>
<p class="MsoNormal">Yifan Li, Xu Dong, Zhuang Wu, Jing Gao, ... Lina Yu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Optimizing the multi-objective traveling salesman problem with a deep reinforcement learning algorithm using cross fusion attention networks<o:p></o:p></p>
<p class="MsoNormal">Xiaoyu Fu, Shenshen Gu, Chee-Meng Chew<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Enhancing adversarial transferability via transformation inference<o:p></o:p></p>
<p class="MsoNormal">Jiaxin Hu, Jie Lin, Xiangyuan Yang, Hanlin Zhang, Peng Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">DMCA-Net: Dual-branch multi-granularity hierarchical contrast and cross-attention network for cervical abnormal cell detection<o:p></o:p></p>
<p class="MsoNormal">Zhiping Wang, Peng Yao, Shuwei Shen, Pengfei Shao, ... Ronald X. Xu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Dominant preference decoupling and guided perturbed preference injection for cross-domain sequence recommendation<o:p></o:p></p>
<p class="MsoNormal">Xiuze Li, Zhenhua Huang, Changdong Wang, Yunwen Chen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">FairForensics: mitigating attribute bias in deepfake detection by integrating texture and attribute features<o:p></o:p></p>
<p class="MsoNormal">Chunlei Peng, Yinyin Chen, Decheng Liu, Nannan Wang, Xinbo Gao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">RoSwish: A novel Rotating Swish activation function with adaptive rotation around zero<o:p></o:p></p>
<p class="MsoNormal">Shengbo Zhang, Guoqiang Ren<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Wind power generation forecasting system based on multi-model intelligent fusion strategy and probabilistic forecasting technology<o:p></o:p></p>
<p class="MsoNormal">Yamei Chen, Jianzhou Wang, Runze Li, Bo Zeng, Haiyan Lu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Adaptive set-level metric for few-Shot image classification<o:p></o:p></p>
<p class="MsoNormal">Yadang Chen, Zhen Xu, Jin Wang, Zhi-Xin Yang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Family-based continual learning for multi-domain pattern analysis in federated frameworks with GCN and ViT<o:p></o:p></p>
<p class="MsoNormal">Saeed Iqbal, Xiaopin Zhong, Muhammad Attique Khan, Zongze Wu, ... Weixiang Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">CMFF: Cross-modal feature fusion network for robust point cloud completion<o:p></o:p></p>
<p class="MsoNormal">Jian Gao, Yuhe Zhang, Pengbo Zhou, Xinda Liu, ... Guohua Geng<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Boosting Knowledge Graph with Diverse-Aware Intent Inference for recommendations<o:p></o:p></p>
<p class="MsoNormal">Shaoqing Lv, Chichi Wang, Ju Xiang, Zhiqiang Bao, Min Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A cause fusion framework with information bottleneck for conversational causal emotion entailment<o:p></o:p></p>
<p class="MsoNormal">Xinxin Su, Zhen Huang, Menglong Lu, Sisi Dai, ... Yunxiang Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">JCCMTM: Joint channel-independent and channel-dependent strategy for masked multivariate time-series modeling<o:p></o:p></p>
<p class="MsoNormal">Qi Li, Zhenyu Zhang, Yong Zhang, Zhao Zhang, ... Junlan Feng<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MultiverseAD: Enhancing spatial-temporal synchronous attention networks with causal knowledge for multivariate time series anomaly detection<o:p></o:p></p>
<p class="MsoNormal">Xudong Jia, Defu Cao, Niangxi Zhuang, Wei Peng, ... Chiran Shen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MPGM:Multi-prompt generation model with self-supervised contrastive learning for aspect sentiment triplet extraction<o:p></o:p></p>
<p class="MsoNormal">Kun Yang, Liansong Zong, Mingwei Tang, Jie Hu, ... Mingfeng Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Efficient offline-to-online reinforcement learning with pre-reduced out-of-distribution Q-values<o:p></o:p></p>
<p class="MsoNormal">Tao Wang, Xiangfeng Luo, Zhenyu Zhang, Shaorong Xie<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">GAE-Net: A gait-assisted enhancement network for video-based person re-identification<o:p></o:p></p>
<p class="MsoNormal">Minting Dai, Xi Yang, Wenjiao Dong, Nannan Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">STARFormer: A novel spatio-temporal aggregation reorganization transformer of FMRI for brain disorder diagnosis<o:p></o:p></p>
<p class="MsoNormal">Wenhao Dong, Yueyang Li, Weiming Zeng, Lei Chen, ... Nizhuan Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A functional iterative approach for twin bounded support vector machine with squared pinball loss (Spin-FITBSVM)<o:p></o:p></p>
<p class="MsoNormal">Deepak Gupta, Barenya Bikash Hazarika, Umesh Gupta<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Liquid state machines Gaussian process<o:p></o:p></p>
<p class="MsoNormal">Hengbin Liu, Xin Wang, Changsheng Li, Ning Tan<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Context selectivity with dynamic availability enables lifelong continual learning<o:p></o:p></p>
<p class="MsoNormal">Martin L.L.R. Barry, Wulfram Gerstner, Guillaume Bellec<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">X-UNet:A novel global context-aware collaborative fusion U-shaped network with progressive feature fusion of codec for medical image segmentation<o:p></o:p></p>
<p class="MsoNormal">Shijie Xu, Yufeng Chen, Xiaoqian Zhang, Feng Sun, ... Chao Luo<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Robust open intent classification in many-shot and few-shot scenarios<o:p></o:p></p>
<p class="MsoNormal">Jingkai Wang, Xiangkun Wang, Jiafen Liu, Xiaocao Ouyang, ... Xin Yang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Static-dynamic class-level perception consistency in video semantic segmentation<o:p></o:p></p>
<p class="MsoNormal">Zhigang Cen, Ningyan Guo, Wenjing Xu, Zhiyong Feng, Danlan Huang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Fast Heterogeneous Graph Neural Network Generation via Meta Contrastive Learning<o:p></o:p></p>
<p class="MsoNormal">Jia Wu, Zixuan Xu, SiYao Qiao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Strategies at a glance: A comparative analysis of training techniques for optimizing early-exit deep neural networks<o:p></o:p></p>
<p class="MsoNormal">Haseena Rahmath P, Kuldeep Chaurasia, Abhay Bansal<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">CSFformer: Redefining multi-channel time series analysis with cross-scale fusion Transformer<o:p></o:p></p>
<p class="MsoNormal">Meng Wan, Huan Hao, Jue Wang, Qi Su, ... Liqiang Yao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Variational autoencoder for distributional learning via quantile function estimation<o:p></o:p></p>
<p class="MsoNormal">Seunghwan An, Sungchul Hong, Jong-June Jeon<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Online kernel selection for online multi-label classification<o:p></o:p></p>
<p class="MsoNormal">Tingting Zhai, Wei Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Type-agnostic and form-oriented deductive conclusion generation<o:p></o:p></p>
<p class="MsoNormal">Xin Wu, Yuqi Bu, Yi Cai, Yifei Chen, Ho-Fung Leung<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">SSCLMix: A self-supervised contrastive learning-based data mixing augmentation method<o:p></o:p></p>
<p class="MsoNormal">Juntao Hou, Yingyue Zhou, Jiamin Qin, Juan Zhang, ... Junfei Guo<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Causality guided co-attention network for visual question answering<o:p></o:p></p>
<p class="MsoNormal">Jiali Miao, Kui Yu, Baofu Fang, Le Wu, Richang Hong<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MSB-VQA: Overcoming multiple source biases for robust visual question answering<o:p></o:p></p>
<p class="MsoNormal">Jingliang Gu, Xingjie Zhuang, Zhixin Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Uniform approximation with quadratic neural networks<o:p></o:p></p>
<p class="MsoNormal">Ahmed Abdeljawad<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">LS-PRISM: A layer-selective pruning method via low-rank approximation and sparsification for efficient large language model compression<o:p></o:p></p>
<p class="MsoNormal">Renshuai Tao, Hairong Chen, Yuzhe Guo, Jiakai Wang, ... Yao Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Robust full-parameter control method: Constructing multiscroll HNN via memristor<o:p></o:p></p>
<p class="MsoNormal">Zhiqiang Wan, Yi-Fei Pu, Minghong Qin, Qiang Lai<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">SCFMUNet: A fusion architecture based on multi-scale state space model and channel attention for medical image segmentation<o:p></o:p></p>
<p class="MsoNormal">Zhiyong Huang, Zhiyu Zhao, Zhi Yu, Mingyang Hou, ... Hans Gregersen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Global polynomial synchronization of neural networks with bidirectional proportional delays via adaptive pinning control and its application in image encryption<o:p></o:p></p>
<p class="MsoNormal">Liqun Zhou, Yongkang Zhang, Xinsong Yang, Jiapeng Han<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Nucleotide-level circRNA-RBP binding sites prediction based on hybrid encoding scheme and enhanced feature extraction<o:p></o:p></p>
<p class="MsoNormal">Yajing Guo, Xiujuan Lei, Zhengfeng Wang, Ling Guo, ... Yi Pan<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Quasi-synchronization of Caputo-Hadamard fractional-order memristive neural networks with time-varying delays<o:p></o:p></p>
<p class="MsoNormal">Haining Li, Hong-Li Li, Tingwen Huang, Xinzhi Liu, Jinde Cao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Sampled-data control-based stabilization of fuzzy inertial quaternion-valued delayed neural networks with parameter uncertainties<o:p></o:p></p>
<p class="MsoNormal">Ziye Zhang, Shuwen Lv, Runan Guo, Zhen Wang, Chong Lin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Long-range diffusion for weakly camouflaged object segmentation<o:p></o:p></p>
<p class="MsoNormal">Rui Wang, Caijuan Shi, Weixiang Gao, Changyu Duan, ... Yunchao Wei<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Hierarchical fine-grained multi-behavior recommendation with behavior-aware contrastive learning<o:p></o:p></p>
<p class="MsoNormal">Kaiyao Zhu, Jinhuan Liu, Xuemeng Song, Jianhua Yin, ... Junwei Du<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">State bounding for discrete-time switched genetic regulatory networks with time delay and exogenous disturbances<o:p></o:p></p>
<p class="MsoNormal">Jiayuan Yan, Bin Hu, Zhi-Hong Guan, Ding-Xue Zhang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A Physics-Informed Neural Network framework for solving PDEs on point clouds via surface reconstruction<o:p></o:p></p>
<p class="MsoNormal">Junseung Ryu, Seungtae Park, Hyung Ju Hwang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">High-dimensional classification problems with Barron regular boundaries under margin conditions<o:p></o:p></p>
<p class="MsoNormal">Jonathan García, Philipp Petersen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A novel number-theoretic sampling method for neural network solutions of partial differential equations<o:p></o:p></p>
<p class="MsoNormal">Yu Yang, Pingan He, Xiaoling Peng, Qiaolin He<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Neural dynamics and synaptic plasticity in simple networks drive Lévy flight foraging and obstacle avoidance behaviors for bio-inspired autonomous flight<o:p></o:p></p>
<p class="MsoNormal">Vatsanai Jaiton, Poramate Manoonpong<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Study of fractional order epidemic compartmental model by using artificial deep neural networks<o:p></o:p></p>
<p class="MsoNormal">Eiman, Kamal Shah, Muhammad Sarwar, Thabet Abdeljawad<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Interpreting reservoir computing through the equivalent visualization of its loss landscape<o:p></o:p></p>
<p class="MsoNormal">Xinyu Han, Ziqi Yang, Yi Zhao<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">EEG Emotion Copilot: Optimizing lightweight LLMs for emotional EEG interpretation with assisted medical record generation<o:p></o:p></p>
<p class="MsoNormal">Hongyu Chen, Weiming Zeng, Chengcheng Chen, Luhui Cai, ... Nizhuan Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Conformalized prediction of post-fault voltage trajectories using pre-trained and finetuned attention-driven neural operators<o:p></o:p></p>
<p class="MsoNormal">Amirhossein Mollaali, Gabriel Zufferey, Gonzalo Constante-Flores, Christian Moya, ... Guang Lin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Continual source-free active domain adaptation for nasopharyngeal carcinoma tumor segmentation across multiple hospitals<o:p></o:p></p>
<p class="MsoNormal">Zhaocan Yang, Yan Li, Yang Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Singular values-driven automated filter pruning<o:p></o:p></p>
<p class="MsoNormal">Van Tien Pham, Yassine Zniyed, Thanh Phuong Nguyen<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">VDCRL: vulnerability detection with supervised contrastive code representation learning<o:p></o:p></p>
<p class="MsoNormal">Xinghang Lv, Jianming Fu, Yu Nie<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MGTR-MISS: More Ground Truth Retrieving based Multimodal Interaction and Semantic Supervision for video description<o:p></o:p></p>
<p class="MsoNormal">Jiayu Zhang, Pengjie Tang, Yunlan Tan, Hanli Wang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Hierarchical knowledge-guided reasoning for text-based person re-identification<o:p></o:p></p>
<p class="MsoNormal">Ruigeng Zeng, Wentao Ma, Tongqing Zhou, Shan Zhao, ... Jie Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Temporal structure-preserving transformer for industrial load forecasting<o:p></o:p></p>
<p class="MsoNormal">Senzhen Wu, Zhijin Wang, Xiufeng Liu, Yuan Zhao, ... Yaohui Huang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">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<o:p></o:p></p>
<p class="MsoNormal">Selim Reza, Marta Campos Ferreira, J.J.M. Machado, Joăo Manuel R.S. Tavares<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Exclusive style removal for cross domain novel class discovery<o:p></o:p></p>
<p class="MsoNormal">Yicheng Wang, Feng Liu, Junmin Liu, Kai Sun<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Regional crowd flow estimation from aerial view<o:p></o:p></p>
<p class="MsoNormal">Huibin Wei, Qi Li, Xindai Lin, Yuhao Lin, ... Wenxi Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">A lightweight dual-student mean teacher semi-supervised semantic segmentation method for skin lesions<o:p></o:p></p>
<p class="MsoNormal">Guokai Zhang, Jindian Lu, Yongyong Chen, Yuanhaonan Deng, ... Lixia Xue<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Dual channel and dual feedback loop self-learning memristive neural network circuit and its application<o:p></o:p></p>
<p class="MsoNormal">Qiuzhen Wan, Jiong Liu, Tieqiao Liu, Rou Zhou, Peng Qin<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Lossless steganographic network via model arithmetic operations<o:p></o:p></p>
<p class="MsoNormal">Yao Fan, Fuqiang Di, Mingqing Zhang, Zichi Wang, Jia Liu<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">MHDBN: Mamba-based hybrid dual-branch network for multi-focus image fusion<o:p></o:p></p>
<p class="MsoNormal">Pan Wu, Jin Tang<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Are Vision-xLSTM-embedded U-Nets better at segmenting medical images?<o:p></o:p></p>
<p class="MsoNormal">Pallabi Dutta, Soham Bose, Swalpa Kumar Roy, Sushmita Mitra<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">HSFF-Net: Hierarchical spectral-feature fusion network for deepfake detection and localization<o:p></o:p></p>
<p class="MsoNormal">Ruidong Han, Xiaofeng Wang, Ningning Bai, Jianpeng Hou, ... Jianghua Li<o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
<p class="MsoNormal">Adaptively trigger memory network with temporal consistency for semi-supervised long video object segmentation<o:p></o:p></p>
<p class="MsoNormal">Fan Zhang, Xiangxu Cao, Yuqian Zhao <o:p></o:p></p>
<p class="MsoNormal"><o:p> </o:p></p>
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