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Ricky Loynd

4 accepted papers

2023

PLEX: Making the Most of the Available Data for Robotic Manipulation Pretraining

CoRL 2023poster

A rich representation is key to general robotic manipulation, but existing approaches to representation learning require large amounts of multimodal demonstrations. In this work we propose PLEX, a transformer-based architecture that learns from a small amount of task-agnostic visuomotor trajectories…

Cited by 12SourceScholar
2022

MoCapAct: A Multi-Task Dataset for Simulated Humanoid Control

NeurIPS 2022accept

Simulated humanoids are an appealing research domain due to their physical capabilities. Nonetheless, they are also challenging to control, as a policy must drive an unstable, discontinuous, and high-dimensional physical system. One widely studied approach is to utilize motion capture (MoCap) data t…

2020

Working Memory Graphs

ICML 2020poster

Transformers have increasingly outperformed gated RNNs in obtaining new state-of-the-art results on supervised tasks involving text sequences. Inspired by this trend, we study the question of how Transformer-based models can improve the performance of sequential decision-making agents. We present th…