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cs.AI2026
Monte Carlo Query Search: Active Capability Assessment of AI Agents
Daniel Bramblett, Rushang Karia, Adrian Ciotinga +3
Black-box AI (BBAI) systems, including foundation-model agents, are increasingly used for sequential decision making. Safe deployment requires methods for characterizing what such…
cs.AI2025
Optimal Transport for Probabilistic Circuits
Adrian Ciotinga, YooJung Choi
We introduce a novel optimal transport framework for probabilistic circuits (PCs). While it has been shown recently that divergences between distributions represented as certain cl…