2 papers
cs.AI2026
Innovation-Residual Auditing of Autonomous Analysis Agents: Localization, Detection Limits, Error Control, and Identifiability
Ahmed Hassoon, Mark Dredze
Autonomous agents now carry out entire data analyses, selecting cohorts, joining tables, and fitting models with little step-by-step supervision. When such an analysis turns out to…
cs.LG2026
Capability-Gated Planning: Cost-to-Goal Discovery and the Limits of Myopic Experiment Selection
Ahmed Hassoon, Mark Dredze
Systems that automate scientific discovery must repeatedly decide which experiment to run, which hypothesis to test, which tool to build, and when to stop. Many systems make these…