Search Results - "Tan, Clayton"
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1
Scaling Robot Learning with Semantically Imagined Experience
Published 22-02-2023“…Recent advances in robot learning have shown promise in enabling robots to perform a variety of manipulation tasks and generalize to novel scenarios. One of…”
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Journal Article -
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Q-Transformer: Scalable Offline Reinforcement Learning via Autoregressive Q-Functions
Published 18-09-2023“…In this work, we present a scalable reinforcement learning method for training multi-task policies from large offline datasets that can leverage both human…”
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Journal Article -
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RT-1: Robotics Transformer for Real-World Control at Scale
Published 13-12-2022“…By transferring knowledge from large, diverse, task-agnostic datasets, modern machine learning models can solve specific downstream tasks either zero-shot or…”
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Journal Article -
4
Do As I Can, Not As I Say: Grounding Language in Robotic Affordances
Published 04-04-2022“…Large language models can encode a wealth of semantic knowledge about the world. Such knowledge could be extremely useful to robots aiming to act upon…”
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Journal Article