Suguman Bansal
2 indexed papers
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2With code
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226
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2026
Certificate-Guided Evaluation of Reinforcement Learning Generalization
The paper introduces a logic-driven framework using a neural certificate function to rigorously evaluate and benchmark the generalization capabilities of reinforcement learning algorithms on unseen tasks.
Decoupled Behavioral Cloning for Scalable Inductive Generalization in RL from Specifications
The paper proposes DIBS, a decoupled behavioral cloning approach that stabilizes inductive generalization in RL by separating task-specific policy learning from the evolution function, leading to improved generalization and training stability.
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Papers
cs.AIRecentMay 30, 2026
Certificate-Guided Evaluation of Reinforcement Learning Generalization
The paper introduces a logic-driven framework using a neural certificate function to rigorously evaluate and benchmark the generalization capabilities of reinforcement learning algorithms on unseen ta…
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cs.AIRecentMay 30, 2026