RynnValue: Scaling Robotic Value Foundation Models with Temporal Distance

RynnValue: Scaling Robotic Value Foundation Models with Temporal Distance

RynnValue is a scalable open-source value foundation model for robot manipulation that uses temporal distance instead of preferences or progress to learn generalizable value predic…

Hugging Face · Daily Papers ·Dongchi Huang, Hongyin Zhang · ·▲ 4 upvotes

Este artigo está em destaque na seleção diária de papers do Hugging Face, curada pela comunidade de pesquisa em IA.

Autores: Dongchi Huang, Hongyin Zhang, Bohan Hou, Siteng Huang, Zhian Su, Hang Guo

  • 4 upvotes da comunidade
  • Temas: reward models, value foundation model, temporal distance, cost-to-go, value-isolation attention, potential-based shaping

Resumo

Resumo original (em inglês), extraído do paper:

RynnValue is a scalable open-source value foundation model for robot manipulation that uses temporal distance instead of preferences or progress to learn generalizable value predictions and improve real-world policy success.

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