3 papers
cs.CL2025
Multi-chain Graph Refinement and Selection for Reliable Reasoning in Large Language Models
Yujiao Yang, Jing Lian, Linhui Li
The complex reasoning ability of Large Language Models (LLMs) poses a critical bottleneck for their practical applications. Test-time expansion methods such as Tree-of-Thought (ToT…
cs.LG2025
Union of Experts: Adapting Hierarchical Routing to Equivalently Decomposed Transformer
Yujiao Yang, Jing Lian, Linhui Li
Mixture-of-Experts (MoE) enhances model performance while maintaining computational efficiency, making it well-suited for large-scale applications. Conventional mixture-of-experts…
cs.CV2019
Top-view Trajectories: A Pedestrian Dataset of Vehicle-Crowd Interaction from Controlled Experiments and Crowded Campus
Dongfang Yang, Linhui Li, Keith Redmill +1
Predicting the collective motion of a group of pedestrians (a crowd) under the vehicle influence is essential for the development of autonomous vehicles to deal with mixed urban sc…