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hardmaru
Building Collective Intelligence @SakanaAILabs 🧠
hardmaru kirjasi uudelleen
A new world wodel from Meta FAIR after all the chaos.
🌍 Meet DINO-world: a generalist video world model that predicts the future—in latent space.
Trained on uncurated videos with DINOv2, it learns diverse temporal dynamics (driving, indoors, sims), beats prior models on segmentation & depth, and even grasps intuitive physics.
Bonus: it can be fine-tuned for action-conditioned planning.

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hardmaru kirjasi uudelleen
1 decade ago: Reinforcement Learning Prompt Engineer in Sec. 5.3 of «Learning to Think …» [2]. Adaptive Chain of Thought! An RL net learns to query another net for abstract reasoning & decision making. Going beyond the 1990 World Model for millisecond-by-millisecond planning [1].
[2] J. Schmidhuber (JS, 2015). «On Learning to Think: Algorithmic Information Theory for Novel Combinations of RL Controllers and Recurrent Neural World Models.» ArXiv 1210.0118
[1] JS (1990). “Making the world differentiable: On using fully recurrent self-supervised neural networks for dynamic reinforcement learning and planning in non-stationary environments.» TR FKI-126-90, TUM. (This report also introduced artificial curiosity and intrinsic motivation through generative adversarial networks.)

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