2 papers
cs.MA2025
ASAP: an Agentic Solution to Auto-optimize Performance of Large-Scale LLM Training
Yuran Ding, Xinwei Chen, Xiaofan Zhang +1
Optimizing large-language model (LLM) training on distributed domain-specific accelerator systems presents significant challenges due to its complex optimization space. Existing op…
cs.LG2025
To Start Up a Start-UpEmbedding Strategic Demand Development in Operational On-Demand Fulfillment via Reinforcement Learning with Information Shaping
Xinwei Chen, Marlin W. Ulmer, Barrett W. Thomas
The last few years have witnessed rapid growth in the on-demand delivery market, with many start-ups entering the field. However, not all of these start-ups have succeeded due to v…