2 papers
cs.LG2026
Active Causal Discovery Benchmark: Evaluating LLM Agents Under Budgeted Interventions
Sagar Deb, Devam Shah, Ashwanth Krishnan
We introduce the Active Causal Discovery Benchmark (ACDB), an SCM-grounded environment for evaluating whether LLM agents recover causal graph structure from observations and budget…
cs.AI2026
STOCKTAKE: Measuring the Gap Between Perception and Action in LLM Agents with a Fair Oracle
Sagar Deb, Ashwanth Krishnan
LLM agents are increasingly evaluated on multi-week decision tasks in which the state that drives cost is never directly observed. On such tasks the final cost cannot say why an ag…