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06/08/2023
Conservative Prediction via Data-Driven Confidence Minimization
Errors of machine learning models are costly, especially in safety-criti...
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10/20/2022
Surgical Fine-Tuning Improves Adaptation to Distribution Shifts
A common approach to transfer learning under distribution shift is to fi...
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10/19/2022
When to Ask for Help: Proactive Interventions in Autonomous Reinforcement Learning
A long-term goal of reinforcement learning is to design agents that can ...
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09/12/2021