2 papers
cs.AI2026
Scoped Verification for Reliable Long-Horizon Agentic Context Evolution under Distribution Shift
Dan C. Hsu, Luke Lu
Deployed LLM agents rely on agentic context, the model-external textual control content assembled by an operational harness. In this work, the mutable component of that context is…
cs.AI2026
Evaluating Generative Agents with Actions Grounded in Socially Distributed Task Environments using Incognita
Dan C. Hsu, Luke Lu
Effective agency in social environments depends on when an agent seeks knowledge, when it acts, and whether its actions are justified by acquired information. Existing grounded ben…