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Self-supervised projection heads mask severe dimensional collapse in the upstream backbone, a hidden failure mode that can be eliminated by enforcing spectral weight balance directly across encoder layers.
A new trust score enables reliable evaluation of conditional generation samples even when reference distributions are absent, leading to better quality and performance in real-world applications.
