"representation collapse" Papers

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Addressing Representation Collapse in Vector Quantized Models with One Linear Layer

Yongxin Zhu, Bocheng Li, Yifei Xin et al.

ICCV 2025arXiv:2411.02038
49
citations

Collapse-Proof Non-Contrastive Self-Supervised Learning

EMANUELE SANSONE, Tim Lebailly, Tinne Tuytelaars

ICML 2025arXiv:2410.04959
6
citations

Hyper-Connections

Defa Zhu, Hongzhi Huang, Zihao Huang et al.

ICLR 2025arXiv:2409.19606
33
citations

LayerLock: Non-collapsing Representation Learning with Progressive Freezing

Goker Erdogan, Nikhil Parthasarathy, Catalin Ionescu et al.

ICCV 2025arXiv:2509.10156

Normalization in Attention Dynamics

Nikita Karagodin, Shu Ge, Yury Polyanskiy et al.

NEURIPS 2025arXiv:2510.22026
3
citations

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

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

ICLR 2025arXiv:2411.02344
5
citations

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

Pulkit Gopalani, Wei Hu

NEURIPS 2025arXiv:2506.13688
2
citations