Mingqing Xiao

Researcher

Publications

Afficher par:

- Beyond representational alignment with brain-guided language models for robust reasoning
  
  Mingqing Xiao, Kai Du, Zhouchen Lin
  
  Nature Machine Intelligence | August 2026
  
  Publication
- 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
  
  Preprint Publication
- 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
  
  Publication
- 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
  
  Publication
- 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
  
  Publication
- PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
  
  Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
  
  NeurIPS 2025 | October 2025
  
  Publication

- Beyond representational alignment with brain-guided language models for robust reasoning
  
  Mingqing Xiao, Kai Du, Zhouchen Lin
  
  Nature Machine Intelligence | August 2026
  
  Publication
- 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
  
  Preprint Publication
- 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
  
  Publication
- 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
  
  Publication
- 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
  
  Publication
- PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
  
  Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
  
  NeurIPS 2025 | October 2025
  
  Publication
- 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
  
  Preprint Publication

- Beyond representational alignment with brain-guided language models for robust reasoning
  
  Mingqing Xiao, Kai Du, Zhouchen Lin
  
  Nature Machine Intelligence | August 2026
  
  Publication
- 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
  
  Publication
- 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
  
  Preprint Publication
- 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
  
  Publication
- 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
  
  Publication
- PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks
  
  Pengyun Yue, Xuanlin Yang, Mingqing Xiao, Zhouchen Lin
  
  NeurIPS 2025 | October 2025
  
  Publication

Mingqing Xiao

Publications

Beyond representational alignment with brain-guided language models for robust reasoning

Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency

Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks

Model-agnostic linear-memory online learning in spiking neural networks

Language Ranker: A Lightweight Ranking framework for LLM Decoding

PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks

Beyond representational alignment with brain-guided language models for robust reasoning

Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency

Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks

Model-agnostic linear-memory online learning in spiking neural networks

Language Ranker: A Lightweight Ranking framework for LLM Decoding

PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks

Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency

Beyond representational alignment with brain-guided language models for robust reasoning

Model-agnostic linear-memory online learning in spiking neural networks

Kuramoto Oscillatory Phase Encoding: Neuro-inspired Synchronization for Improved Learning Efficiency

Online Pseudo-Zeroth-Order Training of Neuromorphic Spiking Neural Networks

Language Ranker: A Lightweight Ranking framework for LLM Decoding

PseuZO: Pseudo-Zeroth-Order Algorithm for Training Deep Neural Networks

Contact Mingqing Xiao

Microsoft Research Lab – Asia