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Low-quality modalities can quietly sabotage multi-modal networks because they receive minimal training gradients yet dominate test-time skip connections鈥攁 failure mode solved by explicitly filtering and rebalancing degraded feature streams.
Heavy-tailed deviations in latent distributions can be effectively controlled with QQWorld, leading to a notable increase in planning success rates for latent world models.
