Shuang Liang

Associate Professor, Institute of Intelligent Computing, University of Electronic Science and Technology of China

3 papers at NeurIPS 2025

OpenReview· Semantic Scholar· Google Scholar

Poster Session 5

1 paper

Friday, December 5, 2025 · 11:00 AM → 2:00 PM

Exhibit Hall C,D,E

Beyond Random: Automatic Inner-loop Optimization in Dataset Distillation

#108 · Muquan Li, Hang Gou, Dongyang Zhang, Shuang Liang, Xiurui Xie, Deqiang Ouyang, Ke Qin

This paper proposes a novel inner-loop dataset distillation framework , which automatically adjusts the truncation position and window size, and utilizes a low-rank Hessian approximation to reduce computational overhead.

Poster Session 6

2 papers

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

Exhibit Hall C,D,E

DSAS: A Universal Plug-and-Play Framework for Attention Optimization in Multi-Document Question Answering

#900 · Jiakai Li, Rongzheng Wang, Yizhuo Ma, Shuang Liang, Guangchun Luo, Ke Qin

NeuroPath: Neurobiology-Inspired Path Tracking and Reflection for Semantically Coherent Retrieval

#3711 · Junchen Li, Rongzheng Wang, Yihong Huang, Qizhi Chen, Jiasheng Zhang, Shuang Liang

NeuroPath is a RAG framework inspired by brain path navigation. It tracks semantic paths and refines retrieval via LLM reasoning, enhancing semantic coherence and reducing noise, achieves state-of-the-art performance on multi-hop QA.