Loss Functions

Group Softmax Loss With Discriminative Feature Grouping WACV 2021 Guided Filter Regularization for Improved Disentanglement of Shape and Appearance in Diffeomorphic Autoencoders MIDL 2021 Heteroskedastic and Imbalanced Deep Learning with Adaptive Regularization ICLR 2021 Hierarchical Class-Based Curriculum Loss IJCAI 2021 Hierarchical Modeling of Label Dependency and Label Noise in Fine-grained Entity Typing IJCAI 2021 How Does Loss Function Affect Generalization Performance of Deep Learning? Application to Human Age Estimation ICML 2021 How Does Mixup Help With Robustness and Generalization? ICLR 2021 IITK@Detox at SemEval-2021 Task 5: Semi-Supervised Learning and Dice Loss for Toxic Spans Detection SemEval 2021 Implicit Gradient Regularization ICLR 2021 Implicit Unlikelihood Training: Improving Neural Text Generation with Reinforcement Learning EACL 2021 Improving Adversarial Robustness via Probabilistically Compact Loss with Logit Constraints AAAI 2021 Improving Classifier Confidence using Lossy Label-Invariant Transformations AISTATS 2021 Improving Dialogue State Tracking with Turn-based Loss Function and Sequential Data Augmentation EMNLP 2021 Improving Gradient Regularization using Complex-Valued Neural Networks ICML 2021 Improving Robustness to Model Inversion Attacks via Mutual Information Regularization AAAI 2021 Improving the Performance-Compatibility Tradeoff with Personalized Objective Functions AAAI 2021 Improving the Performance-Compatibility Tradeoff with Personalized Objective Functions (Student Abstract) AAAI 2021 Instance-adaptive training with noise-robust losses against noisy labels EMNLP 2021 InverseForm: A Loss Function for Structured Boundary-Aware Segmentation CVPR 2021 Keyphrase Generation with Fine-Grained Evaluation-Guided Reinforcement Learning EMNLP 2021 Label Confusion Learning to Enhance Text Classification Models AAAI 2021 Label-Imbalanced and Group-Sensitive Classification under Overparameterization NeurIPS 2021 Language Resource Efficient Learning for Captioning EMNLP 2021 Layer-Wise Searching for 1-Bit Detectors CVPR 2021 Learning Constraints and Descriptive Segmentation for Subevent Detection EMNLP 2021