2 citations · 2 across the 12 of their papers we have counts for
3 papers · 1 filter
Fresh Memory, Stale Plans: Derivation Currency for Distributed LLM-Agent Memory
Evan Chen, Shiqiang Wang, Christopher G. Brinton
A large language model (LLM) agent that inherits a plan through shared memory can hold the latest requirement yet act on a plan derived from an older one: fresh memory, stale plan.…
Routing Without Training: Controllable-Ratio LLM Offloading via Reliability Gating
Evan Chen, Shiqiang Wang, Kevin S Chan +2
Local-cloud collaboration is a practical way to deploy large language models under resource constraints, but existing methods often rely on trained routers or collaboration-aware f…
Agentic Performance at the Edge: Insights from Benchmarking
Shiqiang Wang, Herbert Woisetschläger
Agentic artificial intelligence (AI) is a natural fit for Internet of Things (IoT) and edge systems, but edge deployments are often constrained to models around 8 billion parameter…