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Kartik Nagpal

2 accepted papers

2024

Optimal Robotic Assembly Sequence Planning (ORASP): A Sequential Decision-Making Approach

IROS 2024poster

The optimal robotic assembly planning problem entails determining the sequence of actions for a robot to feasibly assemble a product from its components which minimizes a given objective. This problem is made especially challenging as the number of potential sequences increase exponentially with res…

Cited by 1SourcecodeScholar
2024

POLICEd RL: Learning Closed-Loop Robot Control Policies with Provable Satisfaction of Hard Constraints

RSS 2024poster

In this paper, we seek to learn a robot policy guaranteed to satisfy state constraints. To encourage constraint satisfaction, existing RL algorithms typically rely on Constrained Markov Decision Processes and discourage constraint violations through reward shaping. However, such soft constraints can…

Cited by 7SourcePDFScholar