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Re-Mix: Optimizing Data Mixtures for Large Scale Imitation Learning
Conference on Robot LearningIncreasingly large imitation learning datasets are being collected with the goal of training foundation models for robotics. However, despite the fact that data selection has been of utmost importance in vision and natural language processing, little ...
Joey Hejna +4 more
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Robot learning—Beyond imitation
Science Robotics, 2019This special issue covers many aspects and applications of robot learning, including current progress, opportunities, and challenges.
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Learning birdsong by imitation
Science, 2019Transforming sensory information into vocal imitation allows young finches to ...
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RT-Sketch: Goal-Conditioned Imitation Learning from Hand-Drawn Sketches
Conference on Robot LearningNatural language and images are commonly used as goal representations in goal-conditioned imitation learning (IL). However, natural language can be ambiguous and images can be over-specified. In this work, we propose hand-drawn sketches as a modality for
Priya Sundaresan +12 more
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FlowRetrieval: Flow-Guided Data Retrieval for Few-Shot Imitation Learning
Conference on Robot LearningFew-shot imitation learning relies on only a small amount of task-specific demonstrations to efficiently adapt a policy for a given downstream tasks.
Li-Heng Lin +4 more
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Vicarious reinforcement and imitative learning.
The Journal of Abnormal and Social Psychology, 1963VioLit summary: OBJECTIVE: The intent of this article by Bandura et al. was to explore the effects of vicarious reinforcement on conditioned emotional responses among nursery school children with a particular focus on modeling aggression. METHODOLOGY: The authors employed an experimental design by randomly assigning 40 boys and 40 girls from the ...
A, BANDURA, D, ROSS, S A, ROSS
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Learning Through Imitation: an Experiment
SSRN Electronic Journal, 2022Marina Agranov +3 more
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Imitation Learning: A Survey of Learning Methods, Environments and Metrics
arXiv.orgNathan Gavenski +2 more
semanticscholar +1 more source

