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Manuel Serra Nunes

2 accepted papers

2026

Ego-Foresight: Self-supervised Learning of Agent-Aware Representations for Improved RL

ICLR 2026poster

Despite the significant advances in Deep Reinforcement Learning (RL) observed in the last decade, the amount of training experience necessary to learn effective policies remains one of the primary concerns in both simulated and real environments. Looking to solve this issue, previous work has shown…

Cited by 0SourcecodeScholar
2020

Action-conditioned Benchmarking of Robotic Video Prediction Models: a Comparative Study

ICRA 2020poster

A defining characteristic of intelligent systems is the ability to make action decisions based on the anticipated outcomes. Video prediction systems have been demonstrated as a solution for predicting how the future will unfold visually, and thus, many models have been proposed that are capable of p…

Cited by 12SourcecodeScholar