2 papers
cs.LG2025
A KL-regularization Framework for Learning to Plan with Adaptive Priors
Álvaro Serra-Gomez, Daniel Jarne Ornia, Dhruva Tirumala +1
Effective exploration remains a central challenge in model-based reinforcement learning (MBRL), particularly in high-dimensional continuous control tasks where sample efficiency is…
cs.RO2024
Predictability Awareness for Efficient and Robust Multi-Agent Coordination
Roman Chiva Gil, Daniel Jarne Ornia, Khaled A. Mustafa +1
To safely and efficiently solve motion planning problems in multi-agent settings, most approaches attempt to solve a joint optimization that explicitly accounts for the responses t…