neural collapse

Pursuing Feature Separation based on Neural Collapse for Out-of-Distribution Detection ICLR 2025 Unlocking Better Closed-Set Alignment Based on Neural Collapse for Open-Set Recognition AAAI 2025 Wide Neural Networks Trained with Weight Decay Provably Exhibit Neural Collapse ICLR 2025 You Are Your Own Best Teacher: Achieving Centralized-level Performance in Federated Learning under Heterogeneous and Long-tailed Data ICCV 2025 An Investigation of Representation and Allocation Harms in Contrastive Learning ICLR 2024 Distribution Alignment Optimization through Neural Collapse for Long-tailed Classification ICML 2024 DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning CVPR 2024 Engineering the Neural Collapse Geometry of Supervised-Contrastive Loss (Student Abstract) AAAI 2024 Exploring Weight Balancing on Long-Tailed Recognition Problem ICLR 2024 FedLoGe: Joint Local and Generic Federated Learning under Long-tailed Data ICLR 2024 Fixed Non-negative Orthogonal Classifier: Inducing Zero-mean Neural Collapse with Feature Dimension Separation ICLR 2024 Generalized Neural Collapse for a Large Number of Classes ICML 2024 Guiding Neural Collapse: Optimising Towards the Nearest Simplex Equiangular Tight Frame NeurIPS 2024 Learning Equi-angular Representations for Online Continual Learning CVPR 2024 Learning Geometry-Aware Representations for New Intent Discovery ACL 2024 Linguistic Collapse: Neural Collapse in (Large) Language Models NeurIPS 2024 Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024 NECO: NEural Collapse Based Out-of-distribution detection ICLR 2024 Neural Collapse for Cross-entropy Class-Imbalanced Learning with Unconstrained ReLU Features Model ICML 2024 Neural Collapse for Unconstrained Feature Model under Cross-entropy Loss with Imbalanced Data JMLR 2024 Neural Collapse in Multi-label Learning with Pick-all-label Loss ICML 2024 Neural Collapse Inspired Feature Alignment for Out-of-Distribution Generalization NeurIPS 2024 Neural Collapse meets Differential Privacy: Curious behaviors of NoisyGD with Near-Perfect Representation Learning ICML 2024 Neural Collapse To Multiple Centers For Imbalanced Data NeurIPS 2024 Neural collapse vs. low-rank bias: Is deep neural collapse really optimal? NeurIPS 2024