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Regret and instability in multi-armed bandits are fundamentally intertwined, with a new algorithm that optimally balances both while matching established lower bounds.
Finally, a single model handles multi-modal video generation, inpainting, and editing at cinematic resolutions with synchronized audio, all while accepting diverse inputs like text, images, video clips, and audio references.