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Flux 3 Action: A 7B open-weight world action model for robots

7 hours ago
  • FLUX 3 Action is an open weights world action model (WAM) that jointly predicts future frames and actions.
  • It achieved a 42.92% success rate on the RoboLab benchmark, surpassing the 16B Cosmos 3 Nano Policy (36.8%).
  • The model is a 7B parameter diffusion transformer trained on action data from multiple robot embodiments.
  • Input includes camera frames, a state vector, and a caption; output consists of 32 actions and optionally 32 decoded frames.
  • It is integrated with LeRobot for real robot arm control and offers parameter-efficient fine-tuning recipes.
  • Fine-tuned for video games (GRUNT, VECTOR) and indoor drone control, showing generalization across tasks.
  • Weights, code, and documentation are publicly available.