2025 "visual representation learning" Papers

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MergeVQ: A Unified Framework for Visual Generation and Representation with Disentangled Token Merging and Quantization

Siyuan Li, Luyuan Zhang, Zedong Wang et al.

CVPR 2025posterarXiv:2504.00999

MiCo: Multi-image Contrast for Reinforcement Visual Reasoning

Xi Chen, Mingkang Zhu, Shaoteng Liu et al.

NeurIPS 2025posterarXiv:2506.22434

Mitigating the Human-Robot Domain Discrepancy in Visual Pre-training for Robotic Manipulation

Jiaming Zhou, Teli Ma, Kun-Yu Lin et al.

CVPR 2025posterarXiv:2406.14235

Multimodal LLMs as Customized Reward Models for Text-to-Image Generation

Shijie Zhou, Ruiyi Zhang, Huaisheng Zhu et al.

ICCV 2025posterarXiv:2507.21391

Nested Diffusion Models Using Hierarchical Latent Priors

Xiao Zhang, Ruoxi Jiang, Rebecca Willett et al.

CVPR 2025posterarXiv:2412.05984

Representation Alignment for Generation: Training Diffusion Transformers Is Easier Than You Think

Sihyun Yu, Sangkyung Kwak, Huiwon Jang et al.

ICLR 2025posterarXiv:2410.06940