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Turns out, even hardware-protected enclaves can't stop a clever side-channel attack from stealing your decision tree models.
Implicit reward models can now more accurately pinpoint correct reasoning steps, thanks to a novel prefix-value learning approach that closes the train-inference gap.
Music-grounded video editing can now produce significantly more coherent timelines thanks to a novel global-local coordination mechanism that resolves cross-segment conflicts.
Recommendation systems can now systematically debias engagement signals across user, content, and model dimensions using a lightweight, in-model approach, leading to more accurate value models and stable ecosystem dynamics.
