Beyond representational alignment with brain-guided language models for robust reasoning
Mingqing Xiao, Kai Du, Zhouchen Lin
Nature Machine Intelligence | August 2026
Mingqing Xiao
Researcher
论文与出版物
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Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
ICML 2026 | April 2026
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Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks
Mingqing Xiao, Qingyan Meng, Zongpeng Zhang, Di He, Dongsheng Li, Zhouchen Lin
ICLR 2026 | April 2026
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Model-agnostic linear-memory online learning in spiking neural networks
Chaoming Wang, Xingsi Dong, Zilong Ji, Mingqing Xiao, Jiedong Jiang, Xiao Liu, Yuxiang Huan, Si Wu
Nature Communications | January 2026
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Language Ranker: A Lightweight Ranking framework for LLM Decoding
Chenheng Zhang, Tianqi Du, Jizhe Zhang, Mingqing Xiao, Yifei Wang, Yisen Wang, Zhouchen Lin
NeurIPS 2025 | October 2025
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PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
NeurIPS 2025 | October 2025
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Beyond representational alignment with brain-guided language models for robust reasoning
Mingqing Xiao, Kai Du, Zhouchen Lin
Nature Machine Intelligence | August 2026
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Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
ICML 2026 | April 2026
-
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks
Mingqing Xiao, Qingyan Meng, Zongpeng Zhang, Di He, Dongsheng Li, Zhouchen Lin
ICLR 2026 | April 2026
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Model-agnostic linear-memory online learning in spiking neural networks
Chaoming Wang, Xingsi Dong, Zilong Ji, Mingqing Xiao, Jiedong Jiang, Xiao Liu, Yuxiang Huan, Si Wu
Nature Communications | January 2026
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Language Ranker: A Lightweight Ranking framework for LLM Decoding
Chenheng Zhang, Tianqi Du, Jizhe Zhang, Mingqing Xiao, Yifei Wang, Yisen Wang, Zhouchen Lin
NeurIPS 2025 | October 2025
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PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
NeurIPS 2025 | October 2025
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Beyond representational alignment with brain-guided language models for robust reasoning
Mingqing Xiao, Kai Du, Zhouchen Lin
Nature Machine Intelligence | August 2026
-
Model-agnostic linear-memory online learning in spiking neural networks
Chaoming Wang, Xingsi Dong, Zilong Ji, Mingqing Xiao, Jiedong Jiang, Xiao Liu, Yuxiang Huan, Si Wu
Nature Communications | January 2026
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Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency
Mingqing Xiao, Yansen Wang, Dongqi Han, Caihua Shan, Dongsheng Li
ICML 2026 | April 2026
-
Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks
Mingqing Xiao, Qingyan Meng, Zongpeng Zhang, Di He, Dongsheng Li, Zhouchen Lin
ICLR 2026 | April 2026
-
Language Ranker: A Lightweight Ranking framework for LLM Decoding
Chenheng Zhang, Tianqi Du, Jizhe Zhang, Mingqing Xiao, Yifei Wang, Yisen Wang, Zhouchen Lin
NeurIPS 2025 | October 2025
-
PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
NeurIPS 2025 | October 2025
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