2025 "representation alignment" Papers

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Aligning Visual Contrastive learning models via Preference Optimization

Amirabbas Afzali, Borna khodabandeh, Ali Rasekh et al.

ICLR 2025posterarXiv:2411.08923

Formation of Representations in Neural Networks

Liu Ziyin, Isaac Chuang, Tomer Galanti et al.

ICLR 2025posterarXiv:2410.03006

Global Minimizers of Sigmoid Contrastive Loss

Kiril Bangachev, Guy Bresler, Iliyas Noman et al.

NeurIPS 2025posterarXiv:2509.18552

NeighborRetr: Balancing Hub Centrality in Cross-Modal Retrieval

Zengrong Lin, Zheng Wang, Tianwen Qian et al.

CVPR 2025posterarXiv:2503.10526

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

Sihyun Yu, Sangkyung Kwak, Huiwon Jang et al.

ICLR 2025posterarXiv:2410.06940

Towards a learning theory of representation alignment

Francesco Maria Gabriele Insulla, Shuo Huang, Lorenzo Rosasco

ICLR 2025posterarXiv:2502.14047

YOLO-Count: Differentiable Object Counting for Text-to-Image Generation

Guanning Zeng, Xiang Zhang, Zirui Wang et al.

ICCV 2025posterarXiv:2508.00728