2 papers
cs.AI2025
DTS: Enhancing Large Reasoning Models via Decoding Tree Sketching
Zicheng Xu, Xiuyi Lou, Guanchu Wang +6
Large Reasoning Models (LRMs) achieve remarkable inference-time improvements through parallel thinking. However, existing methods rely on redundant sampling of reasoning trajectori…
cs.LG2023
Scaling Distributed Multi-task Reinforcement Learning with Experience Sharing
Sanae Amani, Khushbu Pahwa, Vladimir Braverman +1
Recently, DARPA launched the ShELL program, which aims to explore how experience sharing can benefit distributed lifelong learning agents in adapting to new challenges. In this pap…