2025 "representation collapse" Papers

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AAAI 2025 (3,028)CVPR 2025 (2,873)ICCV 2025 (2,701)ICLR 2025 (3,827)ICML 2025 (3,340)ISMAR 2025 (229)NeurIPS 2025 (5,858)AAAI 2024 (2,289)CVPR 2024 (2,716)ECCV 2024 (2,387)ICLR 2024 (2,297)ICML 2024 (2,635)

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Addressing Representation Collapse in Vector Quantized Models with One Linear Layer

Yongxin Zhu, Bocheng Li, Yifei Xin et al.

ICCV 2025posterarXiv:2411.02038
44
citations

Seq-VCR: Preventing Collapse in Intermediate Transformer Representations for Enhanced Reasoning

Md Rifat Arefin, Gopeshh Raaj Subbaraj, Nicolas Gontier et al.

ICLR 2025posterarXiv:2411.02344
4
citations

What Happens During the Loss Plateau? Understanding Abrupt Learning in Transformers

Pulkit Gopalani, Wei Hu

NeurIPS 2025posterarXiv:2506.13688
1
citations