Loss Functions

Geometric-Averaged Preference Optimization for Soft Preference Labels NeurIPS 2024 Gradient Reweighting: Towards Imbalanced Class-Incremental Learning CVPR 2024 gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative Sampling (Extended Abstract) IJCAI 2024 How to Evaluate Behavioral Models AAAI 2024 Identifying Label Errors in Object Detection Datasets by Loss Inspection WACV 2024 Implicit Discriminative Knowledge Learning for Visible-Infrared Person Re-Identification CVPR 2024 Improving Discriminative Capability of Reward Models in RLHF Using Contrastive Learning EMNLP 2024 Improving Factual Consistency in Abstractive Summarization with Sentence Structure Pruning COLING 2024 Improving Readability Assessment with Ordinal Log-Loss NAACL 2024 Infrared Small Target Detection with Scale and Location Sensitivity CVPR 2024 Instruction Tuning With Loss Over Instructions NeurIPS 2024 IR2: Information Regularization for Information Retrieval COLING 2024 Knowledge Distillation Based on Transformed Teacher Matching ICLR 2024 Label Alignment Regularization for Distribution Shift JMLR 2024 Label Confidence Weighted Learning for Target-level Sentence Simplification EMNLP 2024 Learning with Fitzpatrick Losses NeurIPS 2024 Less is More: Mitigating Multimodal Hallucination from an EOS Decision Perspective ACL 2024 Leveraging augmented-Lagrangian techniques for differentiating over infeasible quadratic programs in machine learning ICLR 2024 Logit Standardization in Knowledge Distillation CVPR 2024 Make Continual Learning Stronger via C-Flat NeurIPS 2024 MaxEnt Loss: Calibrating Graph Neural Networks under Out-of-Distribution Shift (Student Abstract) AAAI 2024 MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift AAAI 2024 MiLe Loss: a New Loss for Mitigating the Bias of Learning Difficulties in Generative Language Models NAACL 2024 Minimax Linear Regression under the Quantile Risk COLT 2024 Misalignment-Robust Frequency Distribution Loss for Image Transformation CVPR 2024