Skip to content
conftrace_

class collapse

7 papers

Explore in graph

Co-occurring keywords · papers mentioning both

contrastive learning (3) representation learning (3) supervised contrastive learning (2) embedding space (2) subclass representation (1) vulnerability classification (1) perturbation classification (1) positive-negative sampling (1) fine-grained image retrieval (1) server aggregation (1)

Papers

A Theoretical Framework for Preventing Class Collapse in Supervised Contrastive Learning AISTATS 2025 Applying Contrastive Learning to Code Vulnerability Type Classification EMNLP 2024 Perturbation Guiding Contrastive Representation Learning for Time Series Anomaly Detection IJCAI 2024 Which Features are Learnt by Contrastive Learning? On the Role of Simplicity Bias in Class Collapse and Feature Suppression ICML 2023 Perfectly Balanced: Improving Transfer and Robustness of Supervised Contrastive Learning ICML 2022 Rethinking Preventing Class-Collapsing in Metric Learning With Margin-Based Losses ICCV 2021 Federated Learning with Only Positive Labels ICML 2020