Trajectory-Consistent Denoising Diffusion Codebook Models for Zero-Shot High-Fidelity Image Compression at Ultra-Low Bitrates
Fang Zhang, Linli Xu
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Preprint
Aug 2026
Improving Few-Step Language Flows with Untied Self-Conditioning
It is shown that the mismatch degrades both the self-conditioning input and the solver update, and derive a correction for each from the model's own structure, and the resulting sampler, Untied Self-Conditioning, requires no retraining and uses one evaluation per step.
Bocheng Li, Linli Xu
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