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Ep#4: Vision Language Models are In-Context Value Learners

RoboPapers

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The Impact of Dataset Quality on Imitation Learning Performance

This chapter examines the importance of high-quality datasets in imitation learning, focusing on how Voice of Customer scores reflect their effectiveness. It highlights the contrast between human-curated datasets and those generated through autonomous exploration, while showcasing an experiment that demonstrates the positive impact of filtering low-quality data on model training.

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