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Workshop
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Instance norm improves meta-learning in class-imbalanced land cover classification
Marc Russwurm · Devis Tuia
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Workshop
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Diving into Unified Data-Model Sparsity for Class-Imbalanced Graph Representation Learning
Chunhui Zhang · Chao Huang · Yijun Tian · Qianlong Wen · Zhongyu Ouyang · Youhuan Li · Yanfang Ye · Chuxu Zhang
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Poster
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Wed 14:00
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Escaping Saddle Points for Effective Generalization on Class-Imbalanced Data
Harsh Rangwani · Sumukh K Aithal · Mayank Mishra · Venkatesh Babu R
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Poster
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Tue 9:00
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Co-Modality Graph Contrastive Learning for Imbalanced Node Classification
Yiyue Qian · Chunhui Zhang · Yiming Zhang · Qianlong Wen · Yanfang Ye · Chuxu Zhang
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Poster
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Thu 14:00
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Inducing Neural Collapse in Imbalanced Learning: Do We Really Need a Learnable Classifier at the End of Deep Neural Network?
Yibo Yang · Shixiang Chen · Xiangtai Li · Liang Xie · Zhouchen Lin · Dacheng Tao
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Workshop
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Hybrid-EDL: Improving Evidential Deep Learning for Uncertainty Quantification on Imbalanced Data
Tong Xia · Jing Han · Lorena Qendro · Ting Dang · Cecilia Mascolo
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Poster
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Thu 14:00
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Learning to Re-weight Examples with Optimal Transport for Imbalanced Classification
Dandan Guo · Zhuo Li · meixi zheng · He Zhao · Mingyuan Zhou · Hongyuan Zha
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Poster
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SoLar: Sinkhorn Label Refinery for Imbalanced Partial-Label Learning
Haobo Wang · Mingxuan Xia · Yixuan Li · Yuren Mao · Lei Feng · Gang Chen · Junbo Zhao
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Workshop
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Certifiable Metric One Class Learning with adversarially trained Lipschitz Classifier
Louis Béthune · Mathieu Serrurier
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Poster
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Tue 14:00
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Training Uncertainty-Aware Classifiers with Conformalized Deep Learning
Bat-Sheva Einbinder · Yaniv Romano · Matteo Sesia · Yanfei Zhou
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Workshop
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Online Continual Learning from Imbalanced Data with Kullback-Leibler-loss based replay buffer updates
Sotirios Nikoloutsopoulos · Iordanis Koutsopoulos · Michalis Titsias
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Poster
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Improving Barely Supervised Learning by Discriminating Unlabeled Samples with Super-Class
Guan Gui · Zhen Zhao · Lei Qi · Luping Zhou · Lei Wang · Yinghuan Shi
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