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Small models can now learn new skills without forgetting old ones, thanks to a novel distillation technique that leverages a larger model to guide the learning process.
Achieving fine-grained semantic alignment in text-to-video generation is now possible with a model that explicitly verifies every prompt condition against visual evidence.
Escape the jagged landscape of trajectory optimization: natural functional gradients smooth the path to feasible robotic motion in complex environments.
Forget finicky hyperparameters and fragile smoothing schedules: this new probabilistic smoothing method provably finds the global optimum with greater robustness.
Forget dense pose targets: sparse taxonomy guidance unlocks dexterous manipulation with surprising generalization and controllability.