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Loss Functions

1162 directly classified papers

Papers per year

Papers

AutoLoss-Zero: Searching Loss Functions From Scratch for Generic Tasks CVPR 2022
AdaFace: Quality Adaptive Margin for Face Recognition CVPR 2022
Reconstructing Test Labels from Noisy Loss Functions AISTATS 2022
PNP: Robust Learning From Noisy Labels by Probabilistic Noise Prediction CVPR 2022
Unimodal-Concentrated Loss: Fully Adaptive Label Distribution Learning for Ordinal Regression CVPR 2022
On the Consistency of Max-Margin Losses AISTATS 2022
A Stitch in Time Saves Nine: A Train-Time Regularizing Loss for Improved Neural Network Calibration CVPR 2022
Improving Speech Enhancement through Fine-Grained Speech Characteristics INTERSPEECH 2022
The Devil Is in the Margin: Margin-Based Label Smoothing for Network Calibration CVPR 2022
AutoLoss-GMS: Searching Generalized Margin-Based Softmax Loss Function for Person Re-Identification CVPR 2022
Learning to Detect Noisy Labels Using Model-Based Features EMNLP 2022
SubER - A Metric for Automatic Evaluation of Subtitle Quality ACL 2022
Knowledge Distillation via the Target-Aware Transformer CVPR 2022
Calibrating Deep Neural Networks by Pairwise Constraints CVPR 2022
Document-Level Relation Extraction with Adaptive Focal Loss and Knowledge Distillation ACL 2022
Rethinking the Optimization of Average Precision: Only Penalizing Negative Instances before Positive Ones Is Enough AAAI 2022
What to Learn, and How: Toward Effective Learning from Rationales ACL 2022
Revisiting Over-Smoothness in Text to Speech ACL 2022
Confidence Calibration for Intent Detection via Hyperspherical Space and Rebalanced Accuracy-Uncertainty Loss AAAI 2022
AdaFocal: Calibration-aware Adaptive Focal Loss NIPS 2022
Improving abstractive summarization with energy-based re-ranking EMNLP 2022
Adaptive Label Smoothing with Self-Knowledge in Natural Language Generation EMNLP 2022
Disentangling Confidence Score Distribution for Out-of-Domain Intent Detection with Energy-Based Learning EMNLP 2022
Air tissue boundary segmentation using regional loss in real-time Magnetic Resonance Imaging video for speech production INTERSPEECH 2022
On the Surrogate Gap between Contrastive and Supervised Losses ICML 2022