2 papers
cs.RO2026
Environment Design for Reliable Shared Autonomy with Probabilistic Guarantees
Yi-Shiuan Tung, Himanshu Gupta, Gyanig Kumar +3
Shared autonomy enables humans and robots to collaboratively perform tasks by combining human input with autonomous assistance. Most prior work focuses on improving intent inferenc…
cs.RO2026
CRED: Counterfactual Reasoning and Environment Design for Active Preference Learning
Yi-Shiuan Tung, Gyanig Kumar, Wei Jiang +2
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 b…