Loss Functions

Don’t blame Dataset Shift! Shortcut Learning due to Gradients and Cross Entropy NeurIPS 2023 Don’t waste a single annotation: improving single-label classifiers through soft labels EMNLP 2023 Dual Focal Loss for Calibration ICML 2023 Dynamic Coarse-To-Fine Learning for Oriented Tiny Object Detection CVPR 2023 Efficient Loss Function by Minimizing the Detrimental Effect of Floating-Point Errors on Gradient-Based Attacks CVPR 2023 Embeddings at BLP-2023 Task 2: Optimizing Fine-Tuned Transformers with Cost-Sensitive Learning for Multiclass Sentiment Analysis EMNLP 2023 Enhancing the Ranking Context of Dense Retrieval through Reciprocal Nearest Neighbors EMNLP 2023 ESD: Expected Squared Difference as a Tuning-Free Trainable Calibration Measure ICLR 2023 Expert load matters: operating networks at high accuracy and low manual effort NeurIPS 2023 Explicitly Minimizing the Blur Error of Variational Autoencoders ICLR 2023 Explicit Regularization in Overparametrized Models via Noise Injection AISTATS 2023 Exploring Loss Functions for Time-based Training Strategy in Spiking Neural Networks NeurIPS 2023 Extracting or Guessing? Improving Faithfulness of Event Temporal Relation Extraction EACL 2023 FAIRER: Fairness as Decision Rationale Alignment ICML 2023 Faithful Heteroscedastic Regression with Neural Networks AISTATS 2023 Fascinating Supervisory Signals and Where to Find Them: Deep Anomaly Detection with Scale Learning ICML 2023 Feature Reconstruction From Outputs Can Mitigate Simplicity Bias in Neural Networks ICLR 2023 Fine Gaze Redirection Learning With Gaze Hardness-Aware Transformation WACV 2023 FlatMatch: Bridging Labeled Data and Unlabeled Data with Cross-Sharpness for Semi-Supervised Learning NeurIPS 2023 Flexible risk design using bi-directional dispersion AISTATS 2023 Focal Training and Tagger Decouple for Grammatical Error Correction ACL 2023 Follow the leader(board) with confidence: Estimating p-values from a single test set with item and response variance ACL 2023 Frequency-Aware Self-Supervised Monocular Depth Estimation WACV 2023 Generalizing and Decoupling Neural Collapse via Hyperspherical Uniformity Gap ICLR 2023 GEN: Pushing the Limits of Softmax-Based Out-of-Distribution Detection CVPR 2023