23 citations · 23 across the 3 of their papers we have counts for
3 papers
cs.CL2026
Learning Evidence Highlighting for Frozen LLMs
Shaoang Li, Yanhang Shi, Yufei Li +10
Large Language Models (LLMs) can reason well, yet often miss decisive evidence when it is buried in long, noisy contexts. We introduce HiLight, an Evidence Emphasis framework that…
cs.LG2026
PID-Guided Partial Alignment for Multimodal Decentralized Federated Learning
Yanhang Shi, Xiaoyu Wang, Houwei Cao +2
Multimodal decentralized federated learning (DFL) must support collaboration among agents that hold different modality subsets and often different model components, while operating…
cs.LG2022★ 23 cited
Uncertainty Minimization for Personalized Federated Semi-Supervised Learning
Yanhang Shi, Siguang Chen, Haijun Zhang
Since federated learning (FL) has been introduced as a decentralized learning technique with privacy preservation, statistical heterogeneity of distributed data stays the main obst…