Embodied AI Reading Club | Применение трансформерных моделей для Embodied AI
Трансформерные модели находят широкое применение в области воплощенного интеллекта, позволяя физическим агентам эффективно обрабатывать сенсорные данные и принимать решения в динамичных условиях.
Трансформерные модели также способны адаптироваться к изменениям в окружении, улучшая восприятие и взаимодействие с миром агента. В докладе рассматриваются SOTA архитектуры трансформерных моделей в применении к Embodied AI.
Статьи:
1. PoliFormer: Scaling On-Policy RL with Transformers Results in Masterful Navigators ()
2. ReLIC: A recipe for 64k steps In-Context Reinforcement Learning for Embodied AI ()
3. Octo: An Open-Source Generalist Robot Policy ()
4. OpenVLA: An Open-Source Vision-Language-Action Model ()
5. V-Former: Offline RL with Temporally-Extended Actions ()
6. Q-Transformer: Scalable Offline Reinforcement Learning via Autoregressive Q-Functions ()
7. Evaluating Real-World Robot Manipulation Policies in Simulation ()
8. Offline Pre-trained Multi-Agent Decision Transformer: One Big Sequence Model Tackles All SMAC Tasks ()
Не пропускайте анонсы новых мероприятий и будьте в курсе новостей:
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▪️Комьюнити AIRI: g57c7ytnSY9jYzUy
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