← Search

Dingyuan Shi

2 accepted papers

2026

Generalizable End-to-End Tool-Use RL with Synthetic CodeGym

ICLR 2026poster

Tool-augmented large language models (LLMs), hereafter LLM agents, leverage external tools to solve diverse tasks and interface with the real world. However, current training practices largely rely on supervised fine-tuning (SFT) over static trajectories or reinforcement learning (RL) on narrow task…

Cited by 0SourcecodeScholar
2024

GRAPH-CONSTRAINED DIFFUSION FOR END-TO-END PATH PLANNING

ICLR 2024poster

Path planning underpins various applications such as transportation, logistics, and robotics. Conventionally, path planning is formulated with explicit optimization objectives such as distance or time. However, real-world data reveals that user intentions are hard-to-model, suggesting a need for dat…

Cited by 12SourcePDFScholar