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- Jiancheng Gu, Jiabin Yuan, Jiyuan Cai, Xianfa Zhou, Lili Fan. La-LoRA: Parameter-efficient fine-tuning with layer-wise adaptive low-rank adaptation. Neural Networks, 194:108095, 2026.
- Shiqing Yao, Jiajun Chai, Haixin Yu, Yongzhe Chang, Tian-Tian Zhang 0002, Yuanheng Zhu, Xueqian Wang 0001. Tacit mechanism: Bridging pre-training of individuality to multi-agent adversarial coordination. Neural Networks, 194:108121, 2026.
- Zhihao Yao, Bo Li, Yufei Liao. Discriminative representation learning via attention-enhanced contrastive learning for short text clustering. Neural Networks, 194:108101, 2026.
- Haijia Bi, Lu Liu 0013, Hai Cui, Shengyue Liu, Ridong Han, Jiayu Han, Tao Peng 0003. Improving few-shot relation classification with multi-scale hierarchical prototype learning. Neural Networks, 194:108124, 2026.
- Peng Wang, Xiao Ding, Kai Xiong 0002, Bing Qin 0001, Ting Liu 0001. Necessary and sufficient knowledge enhanced collaborative logical reasoning in LLMs. Neural Networks, 194:108164, 2026.
- Chaojun Zhang, Jing Yang 0051, Yuan Gao 0031, Xiangli Yang, Shaojun Zou, Jieming Yang. Multi-site brain disease identification based on tensor decomposition and personalized federated learning. Neural Networks, 193:107987, 2026.
- Jiahong Zhang, Kexin Wang, Man Yao, Han Xu, Peng Zhou 0017, Bo Xu 0002, Guoqi Li. Enhancing robustness of spiking neural networks through retina-like coding and memory-based neurons. Neural Networks, 193:107950, 2026.
- Jingye Tang, Tianqing Zhu, Wanlei Zhou 0001, Wei Zhao 0001. Graph neural networks for fMRI functional brain networks: A survey. Neural Networks, 194:108137, 2026.