most citedImprove LLM-as-a-Judge Ability as a General Ability

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cs.CV2026

Reward-Aware Trajectory Shaping for Few-step Visual Generation

Rui Li, Bingyu Li, Yuanzhi Liang +3

Achieving high-fidelity generation in extremely few sampling steps has long been a central goal of generative modeling. Existing approaches largely rely on distillation-based frame…

cs.CV2025

RecTok: Reconstruction Distillation along Rectified Flow

Qingyu Shi, Size Wu, Jinbin Bai +5

Visual tokenizers play a crucial role in diffusion models. The dimensionality of latent space governs both reconstruction fidelity and the semantic expressiveness of the latent fea…