2 papers
cs.LG2026
VERA: Verifiable Feasibility Representations with Counterfactual Credit for Constrained Multi-Agent Control
Bo Yin, Dongbo Li, Hongkai Chen +2
Constrained multi-agent control requires more than predicting rewarding actions: an action can cease to be executable as contact windows, shared capacity, and deadlines change. We…
cs.DC2024
Resource-Efficient Personal Large Language Models Fine-Tuning with Collaborative Edge Computing
Shengyuan Ye, Bei Ouyang, Tianyi Qian +6
Large language models (LLMs) have unlocked a plethora of powerful applications at the network edge, such as intelligent personal assistants. Data privacy and security concerns have…