Xudong Jiang

Associate Professor, Nanyang Technological University

3 papers at NeurIPS 2025

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Poster Session 4

Thursday, December 4, 2025 · 4:30 PM → 7:30 PM

Advancing Expert Specialization for Better MoE

#5416 · Hongcan Guo, Haolang Lu, Guoshun Nan, Bolun Chu, Jialin Zhuang, Yuan Yang, Wenhao Che, Xinye Cao, Sicong Leng, Qimei Cui, Xudong Jiang

Our proposed orthogonality and variance losses improve performance in downstream fine-tuning of Mixture-of-Experts models by enhancing expert specificity, addressing expert homogenization caused by load balancing, while maintaining load balance.

DSRF: A Dynamic and Scalable Reasoning Framework for Solving RPMs

#4908 · Chengtai Li, Yuting He, Jianfeng Ren, Ruibin Bai, Yitian Zhao, Xudong Jiang

A Dynamic and Scalable Reasoning Framework for Solving RPMs

Poster Session 6

1 paper

Friday, December 5, 2025 · 4:30 PM → 7:30 PM

Exhibit Hall C,D,E

Multi-Scale Finetuning for Encoder-based Time Series Foundation Models

#2304 · Zhongzheng Qiao, Chenghao Liu, Yiming Zhang, Ming Jin, Quang Pham, Qingsong Wen, Ponnuthurai Nagaratnam Suganthan, Xudong Jiang, Savitha Ramasamy