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Gyanig Kumar

2 accepted papers

2026

CRED: Counterfactual Reasoning and Environment Design for Active Preference Learning

ICRA 2026poster

As a robot's operational environment and tasks to perform within it grow in complexity, the explicit specification and balancing of optimization objectives to achieve a preferred behavior profile moves increasingly farther out of reach. These systems benefit strongly by being able to align their beh…

2024

Enhanced Human-Robot Collaboration with Intent Prediction using Deep Inverse Reinforcement Learning

ICRA 2024poster

In shared autonomy, human-robot handover for object delivery is crucial. Accurate robot predictions of human hand motion and intentions enhance collaboration efficiency. However, low prediction accuracy increases mental and physical demands on the user. In this work, we propose a system for predicti…

Cited by 2SourceScholar