Inducing Neural Collapse in Deep Long-tailed Learning

24 February 2023

Tianyang Hu

Papers citing "Inducing Neural Collapse in Deep Long-tailed Learning"

22 / 22 papers shown

Title
Aligned Contrastive Loss for Long-Tailed Recognition Jiali Ma Jiequan Cui Maeno Kazuki Lakshmi Subramanian Karlekar Jayashree Sugiri Pranata Hanwang Zhang 27 0 0 01 Jun 2025
Neural Collapse is Globally Optimal in Deep Regularized ResNets and Transformers Peter Súkeník Christoph H. Lampert Marco Mondelli 77 0 0 21 May 2025
Prior2Posterior: Model Prior Correction for Long-Tailed Learning S Divakar Bhat Amit More Mudit Soni Surbhi Agrawal 123 0 0 21 Dec 2024
Understanding Representation of Deep Equilibrium Models from Neural Collapse Perspective Haixiang Sun Ye Shi 96 0 0 30 Oct 2024
The Fair Language Model Paradox Andrea Pinto Tomer Galanti Randall Balestriero 87 1 0 15 Oct 2024
Fractal Calibration for long-tailed object detection Konstantinos Panagiotis Alexandridis Ismail Elezi Jiankang Deng Anh H. Nguyen Shan Luo 473 0 0 15 Oct 2024
Control-oriented Clustering of Visual Latent Representation Han Qi Haocheng Yin Heng Yang SSL 141 2 0 07 Oct 2024
Multiplicative Logit Adjustment Approximates Neural-Collapse-Aware Decision Boundary Adjustment Naoya Hasegawa Issei Sato 122 0 0 26 Sep 2024
All-around Neural Collapse for Imbalanced Classification Enhao Zhang Chaohua Li Chuanxing Geng Songcan Chen AI4CE 98 1 0 14 Aug 2024
Generalization Beyond Data Imbalance: A Controlled Study on CLIP for Transferable Insights Xin Wen Bingchen Zhao Yilun Chen Jiangmiao Pang Xiaojuan Qi 111 4 0 31 May 2024
MOKD: Cross-domain Finetuning for Few-shot Classification via Maximizing Optimized Kernel Dependence Hongduan Tian Feng Liu Tongliang Liu Bo Du Yiu-ming Cheung Bo Han 72 1 0 29 May 2024
Linguistic Collapse: Neural Collapse in (Large) Language Models Robert Wu Vardan Papyan 97 16 0 28 May 2024
The Impact of Geometric Complexity on Neural Collapse in Transfer Learning Michael Munn Benoit Dherin Javier Gonzalvo AAML 75 2 0 24 May 2024
Progressive Feedforward Collapse of ResNet Training Sicong Wang Kuo Gai Shihua Zhang AI4CE 76 7 0 02 May 2024
Cross Entropy versus Label Smoothing: A Neural Collapse Perspective Li Guo George Andriopoulos Zifan Zhao Shuyang Ling Shuyang Ling Keith Ross UQCV NoLa 82 9 0 06 Feb 2024
Neural Collapse for Cross-entropy Class-Imbalanced Learning with Unconstrained ReLU Feature Model Hien Dang Tho Tran Tan Minh Nguyen Nhat Ho 77 14 0 04 Jan 2024
Towards Demystifying the Generalization Behaviors When Neural Collapse Emerges Peifeng Gao Qianqian Xu Yibo Yang Peisong Wen Huiyang Shao Zhiyong Yang Guohao Li Qingming Huang AAML 78 3 0 12 Oct 2023
Generalized Neural Collapse for a Large Number of Classes Jiachen Jiang Jinxin Zhou Peng Wang Qing Qu Dustin Mixon Chong You Zhihui Zhu AI4CE 82 28 0 09 Oct 2023
Symmetric Neural-Collapse Representations with Supervised Contrastive Loss: The Impact of ReLU and Batching Ganesh Ramachandra Kini V. Vakilian Tina Behnia Jaidev Gill Christos Thrampoulidis 70 2 0 13 Jun 2023
Exploring Weight Balancing on Long-Tailed Recognition Problem Naoya Hasegawa Issei Sato 127 7 0 26 May 2023
Inducing Neural Collapse to a Fixed Hierarchy-Aware Frame for Reducing Mistake Severity Tong Liang Jim Davis 111 11 0 10 Mar 2023
Problem-Dependent Power of Quantum Neural Networks on Multi-Class Classification Yuxuan Du Yibo Yang Dacheng Tao Min-hsiu Hsieh 108 23 0 29 Dec 2022