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cs.LG2026
Visual Latents Know More Than They Say: Unsilencing Latent Reasoning in MLLMs
Xin Zhang, Qiqi Tao, Jiawei Du +2
Continuous latent-space reasoning offers a compact alternative to textual chain-of-thought for multimodal models, enabling high-dimensional visual evidence to be integrated without…
cs.LG2024
Diversity-Driven Synthesis: Enhancing Dataset Distillation through Directed Weight Adjustment
Jiawei Du, Xin Zhang, Juncheng Hu +2
The sharp increase in data-related expenses has motivated research into condensing datasets while retaining the most informative features. Dataset distillation has thus recently co…