% Key papers for Contrastive learning for imbalanced data (scime atlas, https://atlas.scime.ai). Authors are not included: add them from the paper pages. @inproceedings{aaai2024_decoupled_5625, title = {{Decoupled Contrastive Learning for Long-Tailed Recognition}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28459}, } @inproceedings{cvpr2022_a_18213, title = {{A Simple Episodic Linear Probe Improves Visual Recognition in the Wild}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2022}, } @inproceedings{neurips2021_pl_62771, title = {{Pl@ntNet-300K: a plant image dataset with high label ambiguity and a long-tailed distribution}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://openreview.net/forum?id=eLYinD0TtIt}, } @inproceedings{neurips2022_solar_66357, title = {{SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2022}, url = {https://nips.cc/virtual/2022/poster/53253}, } @inproceedings{cvpr2025_a_25371, title = {{A Tale of Two Classes: Adapting Supervised Contrastive Learning to Binary Imbalanced Datasets}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2025}, url = {https://cvpr.thecvf.com/virtual/2025/poster/34673}, } @inproceedings{neurips2021_improving_61695, title = {{Improving Contrastive Learning on Imbalanced Data via Open-World Sampling}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/28005}, } @inproceedings{aaai2019_visual_103385, title = {{Visual Place Recognition via Robust ℓ2-Norm Distance Based Holism and Landmark Integration}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2019}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/4805}, } @inproceedings{aaai2024_beyond_5287, title = {{Beyond Prototypes: Semantic Anchor Regularization for Better Representation Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/27958}, } @inproceedings{neurips2023_a_68582, title = {{A Step Towards Worldwide Biodiversity Assessment: The BIOSCAN-1M Insect Dataset}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2023}, url = {https://nips.cc/virtual/2023/poster/73549}, } @inproceedings{aaai2023_learning_4041, title = {{Learning to Generate an Unbiased Scene Graph by Using Attribute-Guided Predicate Features}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2023}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/25356}, } @inproceedings{neurips2021_supercharging_63036, title = {{Supercharging Imbalanced Data Learning With Energy-based Contrastive Representation Transfer}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2021}, url = {https://nips.cc/virtual/2021/poster/26687}, } @inproceedings{aaai2025_ra_10430, title = {{RA-SGG: Retrieval-Augmented Scene Graph Generation Framework via Multi-Prototype Learning}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/33036}, } @inproceedings{aaai2024_dme_5567, title = {{DME: Unveiling the Bias for Better Generalized Monocular Depth Estimation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2024}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/28506}, } @inproceedings{aaai2018_learning_100325, title = {{Learning Differences Between Visual Scanning Patterns Can Disambiguate Bipolar and Unipolar Patients}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2018}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/11289}, } @inproceedings{cvpr2024_classes_22970, title = {{Classes Are Not Equal: An Empirical Study on Image Recognition Fairness}}, booktitle = {IEEE/CVF Conference on Computer Vision and Pattern Recognition (CVPR)}, year = {2024}, url = {https://cvpr.thecvf.com/virtual/2024/poster/30481}, } @inproceedings{aaai2025_quantum_10420, title = {{Quantum-inspired Non-homologous Representation Constraint Mechanism for Long-tail Senses of Word Sense Disambiguation}}, booktitle = {AAAI Conference on Artificial Intelligence (AAAI)}, year = {2025}, url = {https://ojs.aaai.org/index.php/AAAI/article/view/34781}, } @inproceedings{neurips2024_once_73755, title = {{Once Read is Enough: Domain-specific Pretraining-free Language Models with Cluster-guided Sparse Experts for Long-tail Domain Knowledge}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2024}, url = {https://neurips.cc/virtual/2024/poster/93747}, } @inproceedings{icml2026_negatives_50475, title = {{Negatives-Dominant Contrastive Learning for Generalization in Imbalanced Domains}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=Cez36tiWXz}, } @inproceedings{icml2026_a_51038, title = {{A Refined Generalization Analysis for Extreme Multi-class Supervised Contrastive Representation Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=IL6lhb2r1e}, } @inproceedings{neurips2025_imbalances_79276, title = {{Imbalances in Neurosymbolic Learning: Characterization and Mitigating Strategies}}, booktitle = {Advances in Neural Information Processing Systems (NeurIPS)}, year = {2025}, url = {https://openreview.net/forum?id=nik6BjmLm2}, } @inproceedings{icml2026_modeling_53573, title = {{Modeling Long-Tail Relations in the Operating Room via In-Context Multimodal Learning}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=gkR8wS8OXs}, } @inproceedings{icml2026_nbcg_53844, title = {{NBCG: Nash-Bargained Causal Game for Long-Tailed Multi-Label NLP}}, booktitle = {International Conference on Machine Learning (ICML)}, year = {2026}, url = {https://openreview.net/forum?id=jIHoooImnn}, }