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Loss Functions

1162 directly classified papers

Papers per year

Papers

Uncertainty-Aware GAN for Single Image Super Resolution AAAI 2024
MaxEnt Loss: Constrained Maximum Entropy for Calibration under Out-of-Distribution Shift AAAI 2024
Complex Logical Query Answering by Calibrating Knowledge Graph Completion Models ACL 2024
Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention AISTATS 2024
Mitigating the Impact of False Negative in Dense Retrieval with Contrastive Confidence Regularization AAAI 2024
Scoring with Confidence? – Exploring High-confidence Scoring for Saving Manual Grading Effort NAACL 2024
TueSents at SemEval-2024 Task 8: Predicting the Shift from Human Authorship to Machine-generated Output in a Mixed Text NAACL 2024
Consistency-Guided Temperature Scaling Using Style and Content Information for Out-of-Domain Calibration AAAI 2024
Instruction Tuning With Loss Over Instructions NIPS 2024
MaxEnt Loss: Calibrating Graph Neural Networks under Out-of-Distribution Shift (Student Abstract) AAAI 2024
ROUGE-K: Do Your Summaries Have Keywords? NAACL 2024
The Role of n-gram Smoothing in the Age of Neural Networks NAACL 2024
Improving Readability Assessment with Ordinal Log-Loss NAACL 2024
Geometric-Averaged Preference Optimization for Soft Preference Labels NIPS 2024
Non-contrastive sentence representations via self-supervision NAACL 2024
Improving Factual Consistency in Abstractive Summarization with Sentence Structure Pruning COLING 2024
Learning with Fitzpatrick Losses NIPS 2024
IR2: Information Regularization for Information Retrieval COLING 2024
Misalignment-Robust Frequency Distribution Loss for Image Transformation CVPR 2024
Realizable $H$-Consistent and Bayes-Consistent Loss Functions for Learning to Defer NIPS 2024
Soft metrics for evaluation with disagreements: an assessment COLING 2024
gSASRec: Reducing Overconfidence in Sequential Recommendation Trained with Negative Sampling (Extended Abstract) IJCAI 2024
Mitigating robust overfitting via self-residual-calibration regularization (Abstract Reprint) IJCAI 2024
Label Confidence Weighted Learning for Target-level Sentence Simplification EMNLP 2024
Pearls from Pebbles: Improved Confidence Functions for Auto-labeling NIPS 2024