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Randomization slashes ERM-oracle query complexity from linear down to logarithmic for online threshold learning, revealing that an oracle's internal tie-breaking rule can single-handedly trigger an exponential computational gap.
Audio-Zero reveals that fine-grained auditory reasoning can be achieved without any external labels, transforming how we approach audio model training.
Cosmos 3 sets a new benchmark for omnimodal models, outperforming existing state-of-the-art in both Text-to-Image and Image-to-Video tasks.
