| 2026-10-21 | Dopamine depletion induces low frequency beta oscillations through a minimal loop in basal ganglia: A computational study | Neural Networks | Xiangyi Su, Xia Shi, Bei Bai | Beijing University of Posts and Telecommunications |
| 2026-10-21 | SDCBNet: A sparse-to-dense cylinder-BEV fusion network for LiDAR semantic segmentation | Neural Networks | Liuxin Yu, Jun Ting Cheng | Wuhan Textile University; Wuhan University of Technology |
| 2026-10-21 | Interpretable operator learning for inverse problems via adaptive spectral filtering: Convergence and resolution transfer | Neural Networks | Hangcheng Dong, pengcheng cheng, Shuhuan Li | Harbin Institute of Technology; Jilin University; Inner Mongolia University |
| 2026-10-20 | CURRENT EVENTS | Neural Networks | | |
| 2026-10-20 | INN/ENNS/JNNS - Membership Applic. Form | Neural Networks | | |
| 2026-10-20 | Editorial Board | Neural Networks | | |
| 2026-10-19 | AGformer: Adaptive filtering and gated fusion-attention for multivariate time series forecasting | Neural Networks | Shu-Xin Xu, Jiang‐Wen Xiao, Peng-Cheng Li et al. | Huazhong University of Science and Technology |
| 2026-10-19 | Tempered fractional rabies dynamics with deep neural surrogate modeling: Analysis, computation, and prediction | Neural Networks | Mohamed Nidhal Sallami, Ouissem Ben Fredj, Praveen Agarwal et al. | University of Sfax; University of Kairouan; Ajman University; … |
| 2026-10-19 | CODER: Data-efficient activation of mathematical reasoning via difficulty-aware core-set | Neural Networks | Lei Wang, GuoAo Liu, Xiaoyong Zhao | Beijing Information Science & Technology University |
| 2026-10-19 | DA-S2RL: Disease-aware shared-specific representation learning for heterogeneous image-EHR Alzheimer’s disease diagnosis | Neural Networks | Wei Wang, Yu Shi, Juan Cheng et al. | Hefei University of Technology |
| 2026-10-18 | Learning long-tailed representations via diversity-enhanced contrastive learning | Neural Networks | Yibo Xu, Wenyi Zhao, Bin Zheng et al. | Beijing University of Posts and Telecommunications; Henan Institute of Science and Technology |
| 2026-10-18 | Super-resolution for reliable industrial inspection under mixed degradations | Neural Networks | Deyuan Mi, Ling Li, Donghao Miao et al. | Xi'an University of Architecture and Technology |
| 2026-10-18 | DCDA-Net: A depthwise convolution dilated attention network with temporal weighted loss for seizure prediction | Neural Networks | Xingchen Dong, Haotian Li, Qiangqiang Chen et al. | Fudan University; Nanjing University of Science and Technology; Nanjing University; … |
| 2026-10-18 | Consistency-guided evidential debiasing for multimodal recommendation | Neural Networks | Lin Pan, Zhiqiang Pan, Honghui Chen | National University of Defense Technology |
| 2026-10-17 | TFOLQ: first-order logic query over temporal knowledge graph with neural logical operators and hybrid query execution | Neural Networks | Luyi Bai, Yang Gao | North Minzu University; Eastern University; Northeastern University |
| 2026-10-17 | Enhancing heterogeneous multi-agent autonomous exploration in unstructured terrains via dual-layer collaborative control | Neural Networks | Kexiang Zhao, Bingyu Hu, Yingying Pan et al. | Hangzhou Dianzi University; Wuhan University |
| 2026-10-17 | Equivariant flow matching for molecular docking guided by ligand–protein interactions | Neural Networks | Zhiguang Fan, Yuedong Yang, Xiang Li et al. | Sun Yat-sen University; Jinling Institute of Technology |
| 2026-10-16 | CDCLAP: Efficient distillation framework for zero-shot audio event classification | Neural Networks | Fei Chen, Hui Xue, Pengfei Fang | Southeast University |
| 2026-10-15 | Lightweight audiovisual attention cross-perception network for video saliency prediction | Neural Networks | Liuxin Bao, Zhongyang Hu, Yingjie Jin et al. | Hangzhou Dianzi University; Anqing Normal University |
| 2026-10-15 | PhyDiff: Physics-guided latent diffusion model for sparse-view CT projection interpolation | Neural Networks | Shuo Duan, Xing Wu, Yimin Zhu et al. | Shanghai University; Shanghai University of Engineering Science; Hong Kong Baptist University; … |
| 2026-10-15 | Structured goal-guided reinforcement learning with large language models | Neural Networks | Yajie Qi, Wei Wei, Lin Li et al. | Shanxi University |
| 2026-10-15 | Adaptive fusion heterogeneous graph attention network for detecting review spammer groups | Neural Networks | Haoran Peng, Peng Zhang, Ru Ma et al. | Yanshan University; Beijing Institute of Technology |
| 2026-10-14 | MIMOT: Mamba-based inter-trajectory interaction for multi-object tracking | Neural Networks | Biao Liu, Yanxin Wu, Jiaqi Yang et al. | Beijing Jiaotong University |
| 2026-10-14 | Topology-aware dynamic co-evolution for robust graph learning | Neural Networks | Tingting Zhang, Shuxia Lu, Mengru Wang et al. | Hebei University; Tsinghua University |
| 2026-10-14 | Echo-DM: Ultrasound marker removal via conditional latent diffusion and region-aware fusion | Neural Networks | Zhiwei Wang, Tao Huang, Wentao Jiang et al. | Wuhan University; Central Hospital of Wuhan; Hubei University of Technology |
| 2026-10-14 | A single-loop bilevel deep learning method for optimal control of obstacle problems | Neural Networks | Yongcun Song, Shangzhi Zeng, Jin Zhang et al. | Nanyang Technological University; Southern University of Science and Technology |
| 2026-10-14 | Dynamic gain neuromodulation attenuates stability gaps during continual joint training | Neural Networks | Alejandro Rodriguez-Garcia, Anindya Ghosh, Srikanth Ramaswamy | Newcastle University |
| 2026-10-13 | Unified dual-decoder autoencoder for federated multi-modal clustering with arbitrary modality missingness | Neural Networks | Zhenhao Xu, Huazhu Chen, Weiwei Wang et al. | Zhongyuan University of Technology; Xidian University; Xinzhou Teachers University |
| 2026-10-13 | Efficient zero-shot post-training quantization of large language models | Neural Networks | Sami Ul Haq, Aiman Helmi El-Maleh, Ali Alsuwaiyan | King Fahd University of Petroleum and Minerals |
| 2026-10-13 | Robust generalized two-dimensional principal component analysis with optimal bias learning | Neural Networks | Xinyu Xia, Hu Yang | Chongqing University |
| 2026-10-13 | Lagrangian-based safe Q-learning for nonlinear delayed stochastic systems | Neural Networks | Kaidi Xing, Zhongyang Ming, Jiayue Sun | Northeastern University |
| 2026-10-13 | Dual-prompt semantic decoupling and transfer for long-tailed recognition | Neural Networks | Xiaohua Chen, Yue Wang, Yanbiao Ma | Communication University of China; Xidian University; Beijing Academy of Artificial Intelligence; … |
| 2026-10-12 | KAPI-LM: kernel-adaptive physics-informed learning machines for PDEs | Neural Networks | Vikas Dwivedi, Balaji Vasan Srinivasan, Monica Sigovan et al. | Lyon 1 Université; Centre National de la Recherche Scientifique; Inserm; … |
| 2026-10-12 | Enhancing action quality assessment via multi-level action difference learning | Neural Networks | Huangbiao Xu, Xiao Ke, Rui Xu et al. | Fuzhou University; Fujian Agriculture and Forestry University |
| 2026-10-12 | Enhancing out-of-distribution detection via local-image set | Neural Networks | Qichao Chen, Yanqi Wu, Kuan Li et al. | University of Nottingham Malaysia Campus; Dongguan University of Technology; Songshan Lake Materials Laboratory |
| 2026-10-12 | AS-DQCNN: Angle superposition-augmented decreasing quantum convolutional neural network for image classification | Neural Networks | Yanyan Feng, Yan Li, Jie Li et al. | Central South University of Forestry and Technology; Central South University |
| 2026-10-12 | A spatio-temporal attention convolutional network with topology-preserving channel embedding and transformer for EEG decoding | Neural Networks | Wenqi Sun, Shuo Fu, Jinhua Zhang et al. | Xi'an Jiaotong University; PLA Information Engineering University; Zhengzhou University |
| 2026-10-12 | Taming modality bias with counterfactual reasoning in multimodal knowledge graph completion | Neural Networks | Bin Chen, Jingqi Wu, Hanting Shen et al. | University of Electronic Science and Technology of China |
| 2026-10-11 | Enhanced DNMF-graph integrated multilevel semantic factorization for contextual named entity recognition | Neural Networks | Pallabi Kakati, Devendra Dandotiya | Presidency University; Presidency University |
| 2026-10-10 | Adjusting modal contributions via differential-driven SoftMax fusion for RGB-IR object detection | Neural Networks | Hang Yu, Jun Zhang, Rui Ding et al. | Chongqing University; Civil Aviation Administration of China |
| 2026-10-10 | Fast multi-view clustering via smooth low-rank tensor learning | Neural Networks | Zhao Zhang, Shuguang Zhang, LU Gui-fu | Anhui Jianzhu University; Anhui Polytechnic University |
| 2026-10-10 | Adaptive multi-scenario matching through uncertainty-aware heterogeneous user modeling | Neural Networks | Ruibing Wang, Haotong Du, Quanming Yao et al. | Northwestern Polytechnical University; Tsinghua University; Chinese Mathematical Society |
| 2026-10-10 | ConsistDiff: Training-free reinforcement learning for semantically consistent text-to-image generation | Neural Networks | Junwei Wang, Kaibing Zhang, Pengfang Li et al. | Xi'an Polytechnic University; Northwestern Polytechnical University; Southern Marine Science and Engineering Guangdong Laboratory (Zhuhai) |
| 2026-10-09 | Editorial Board | Neural Networks | | |
| 2026-10-09 | CURRENT EVENTS | Neural Networks | | |
| 2026-10-09 | Architecture-agnostic knowledge distillation for machine-learning interatomic potentials | Neural Networks | Chen Wang, Siyu Hu, Guangming Tan et al. | Institute of Computing Technology |
| 2026-10-09 | Pre-driven and post-gated memristive Hopfield network: Dynamics, FPGA realization and image encryption | Neural Networks | Zining Xiong, Jingru Sun, Jiqi He et al. | Hunan University; Changsha University of Science and Technology; University of Hertfordshire |
| 2026-10-09 | INN/ENNS/JNNS - Membership Applic. Form | Neural Networks | | |
| 2026-10-09 | Enhancement of cross-modal associative memory through memristive neural networks utilizing parallel programmable reverse-complementary crossbar arrays circuit | Neural Networks | Yajuan Hui, Yuanchen Wang, Yonghui Han et al. | Huazhong University of Science and Technology |
| 2026-10-09 | Do Hopfield networks dream of stored patterns? A statistical–mechanical theory of dreaming in multidirectional associative memories | Neural Networks | Adriano Barra A, Fabrizio Durante, Andrea Ladiana et al. | Istituto Nazionale di Alta Matematica Francesco Severi; University of Salento; Sapienza University of Rome; … |