agent planning 1large language models 1memory augmentation 1online learning 1speculative execution 1
From the 1 of 2 linked papers with an AI index.
2 papers
cs.LG2026
Speculate with Memory: Lossless Acceleration for LLM Agents
Yu Li, Qinyuan Ye, Prafulla Kumar Choubey +2
The paper proposes adding online memory systems to speculative execution for large language model agents, enabling the speculator to learn from past trajectories and improve predic…
cs.CL2026
Dont Stop Early: Scalable Enterprise Deep Research with Controlled Information Flow and Evidence-Aware Termination
Prafulla Kumar Choubey, Kung-Hsiang Huang, Pranav Narayanan Venkit +5
Enterprise deep research often fails to produce decision-ready reports due to uneven information coverage, context explosion, and premature stopping. We propose a scalable Enterpri…