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New release from Meta FAIR — Meta Motivo is a first-of-its-kind behavioral foundation model for controlling virtual physics-based humanoid agents for a wide range of complex whole-body tasks. The model is capable of expressing human-like behaviors and achieves performance competitive with task-specific methods and outperforms state-of-the-art unsupervised RL and... show more
129,283 views • 1 year ago •via X (Twitter)
9 Comments

More details, including links to the research paper and eight other new open source releases from FAIR ⬇️

Meta Motivo: The paper introduces a novel algorithm called FB-CPR (Forward-Backward representations with Conditional-Policy Regularization) for training a behavioral foundation model (BFM) that can solve a variety of tasks on a complex humanoid agent. The goal is to develop an agent that can express diverse behaviors in response to different prompts, including imitating motions, reaching goals, or optimizing rewards. The success of FB-CPR highlights the importance of regularizing the policy learning process with a dataset of unlabeled behaviors. This allows the agent to learn a diverse set of skills that are grounded in realistic human motions, rather than just optimizing the reward functions. The paper also shows that the zero-shot properties of Forward-Backward representations are crucial, as they enable the agent to solve a wide range of tasks without requiring any additional training. full paper:

zuck tryna make npcs act like humans while we're all becoming npcs. simulation confirmed.

Looks very cool

@gamefromscratch new game dev tool(?)

This is awesome. People don't know what's coming.

Created using @AIatMeta Motivo video clips + @runwayml vid2vid tools. @Hedra + @ElevenLabs #VoiceYourCharacter design tools for the vocal track. @sunomusic for the musical track.

Sweet! I will give it a try.

@andrew_n_carr Thoughts?




