Reinforcement Learning

Spurious Tool Use: When RL Agents Learn the Wrong Reason to Act

Understanding and mitigating shortcut tool selection in RL-trained agents through rewards for tool necessity.

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Clarify or Answer: Reinforcement Learning for Agentic VQA with Context Under-specification featured image

Clarify or Answer: Reinforcement Learning for Agentic VQA with Context Under-specification

Reinforcement learning for agentic VQA that balances clarification and answering under underspecified context.

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