Loss Functions

Speeding Up Entmax NAACL 2022 Stochastic smoothing of the top-K calibrated hinge loss for deep imbalanced classification ICML 2022 Striking a Balance: Alleviating Inconsistency in Pre-trained Models for Symmetric Classification Tasks ACL 2022 SubER - A Metric for Automatic Evaluation of Subtitle Quality ACL 2022 Sum of Ranked Range Loss for Supervised Learning JMLR 2022 Supervised Learning with General Risk Functionals ICML 2022 SwapMix: Diagnosing and Regularizing the Over-Reliance on Visual Context in Visual Question Answering CVPR 2022 The Devil Is in the Margin: Margin-Based Label Smoothing for Network Calibration CVPR 2022 The Structured Abstain Problem and the Lovász Hinge COLT 2022 Top-label calibration and multiclass-to-binary reductions ICLR 2022 To Smooth or Not? When Label Smoothing Meets Noisy Labels ICML 2022 Towards Consistency in Adversarial Classification NeurIPS 2022 Towards Improving Calibration in Object Detection Under Domain Shift NeurIPS 2022 Understanding Square Loss in Training Overparametrized Neural Network Classifiers NeurIPS 2022 Unimodal-Concentrated Loss: Fully Adaptive Label Distribution Learning for Ordinal Regression CVPR 2022 VICReg: Variance-Invariance-Covariance Regularization for Self-Supervised Learning ICLR 2022 WaveBound: Dynamic Error Bounds for Stable Time Series Forecasting NeurIPS 2022 Well-Classified Examples Are Underestimated in Classification with Deep Neural Networks AAAI 2022 What to Learn, and How: Toward Effective Learning from Rationales ACL 2022 YNU-HPCC at SemEval-2022 Task 6: Transformer-based Model for Intended Sarcasm Detection in English and Arabic SemEval 2022 α-IoU: A Family of Power Intersection over Union Losses for Bounding Box Regression NeurIPS 2021 A Cognitive Regularizer for Language Modeling ACL 2021 Adaptive Verifiable Training Using Pairwise Class Similarity AAAI 2021 Adaptive Weighted Discriminator for Training Generative Adversarial Networks CVPR 2021 Ada-Segment: Automated Multi-loss Adaptation for Panoptic Segmentation AAAI 2021