conftrace_

neural collapse

51 papers

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Also known as

NC

Co-occurring keywords

representation learning (6206) feature learning (1311) deep neural network (1803) simplex equiangular tight frame (9) classifier weight (14) feature representation (505) class imbalance (555) feature alignment (416) continual learning (1181) long-tailed distribution (142)

Papers

3D-ANC: Adaptive Neural Collapse for Robust 3D Point Cloud Recognition AAAI 2026
Neural Collapse Priors Driven Trust Semi-Supervised Multi-View Classification AAAI 2026
ENCORE : A Neural Collapse Perspective on Out-of-Distribution Detection in Deep Neural Networks WACV 2026
Continual Out-of-Distribution Detection with Analytic Neural Collapse AAAI 2026
Neural Collapse-Informed Initialization with Perturbation Injection in Classification-based Metric Learning AAAI 2026
Space Alignment Matters: The Missing Piece for Inducing Neural Collapse in Long-Tailed Learning AAAI 2026
Neural Collapse Inspired Knowledge Distillation AAAI 2025
Unlocking Better Closed-Set Alignment Based on Neural Collapse for Open-Set Recognition AAAI 2025
In2NeCT: Inter-class and Intra-class Neural Collapse Tuning for Semantic Segmentation of Imbalanced Remote Sensing Images AAAI 2025
Improving Generalization of Deep Neural Networks by Optimum Shifting AAAI 2025
Compress to One Point: Neural Collapse for Pre-Trained Model-Based Class-Incremental Learning AAAI 2025
Detecting Out-of-Distribution Through the Lens of Neural Collapse CVPR 2025
MLC-NC: Long-Tailed Multi-Label Image Classification Through the Lens of Neural Collapse AAAI 2025
Memory-Efficient Continual Learning with Neural Collapse Contrastive WACV 2025
You Are Your Own Best Teacher: Achieving Centralized-level Performance in Federated Learning under Heterogeneous and Long-tailed Data ICCV 2025
Engineering the Neural Collapse Geometry of Supervised-Contrastive Loss (Student Abstract) AAAI 2024
Learning Geometry-Aware Representations for New Intent Discovery ACL 2024
Guiding Neural Collapse: Optimising Towards the Nearest Simplex Equiangular Tight Frame NIPS 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective NIPS 2024
Targeted Representation Alignment for Open-World Semi-Supervised Learning CVPR 2024
Navigate Beyond Shortcuts: Debiased Learning Through the Lens of Neural Collapse CVPR 2024
Neural Collapse Inspired Feature Alignment for Out-of-Distribution Generalization NIPS 2024
DYSON: Dynamic Feature Space Self-Organization for Online Task-Free Class Incremental Learning CVPR 2024
Neural Collapse To Multiple Centers For Imbalanced Data NIPS 2024
Learning Equi-angular Representations for Online Continual Learning CVPR 2024