2025 "video representation learning" Papers

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MoSiC: Optimal-Transport Motion Trajectory for Dense Self-Supervised Learning

Mohammadreza Salehi, Shashanka Venkataramanan, Ioana Simion et al.

ICCV 2025posterarXiv:2506.08694

SEAL: Semantic Attention Learning for Long Video Representation

Lan Wang, Yujia Chen, Wen-Sheng Chu et al.

CVPR 2025posterarXiv:2412.01798

SMILE: Infusing Spatial and Motion Semantics in Masked Video Learning

Fida Mohammad Thoker, Letian Jiang, Chen Zhao et al.

CVPR 2025posterarXiv:2504.00527

TAMT: Temporal-Aware Model Tuning for Cross-Domain Few-Shot Action Recognition

yilong wang, Zilin Gao, Qilong Wang et al.

CVPR 2025posterarXiv:2411.19041

VQToken: Neural Discrete Token Representation Learning for Extreme Token Reduction in Video Large Language Models

Haichao Zhang, Yun Fu

NeurIPS 2025oralarXiv:2503.16980

What Do Latent Action Models Actually Learn?

Chuheng Zhang, Tim Pearce, Pushi Zhang et al.

NeurIPS 2025posterarXiv:2506.15691