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Loss Functions

1162 directly classified papers

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Papers

Advancing Sequential Numerical Prediction in Autoregressive Models ACL 2025
DLU: Dictionary Look-Up Data and Prediction CONLL 2025
SLACE: A Monotone and Balance-Sensitive Loss Function for Ordinal Regression AAAI 2025
GRPO-LEAD: A Difficulty-Aware Reinforcement Learning Approach for Concise Mathematical Reasoning in Language Models EMNLP 2025
Debiased All-in-one Image Restoration with Task Uncertainty Regularization AAAI 2025
The Impact Label Noise and Choice of Threshold has on Cross-Entropy and Soft-Dice in Image Segmentation CVPR 2025
Improving Accuracy and Calibration via Differentiated Deep Mutual Learning CVPR 2025
Balancing Two Classifiers via A Simplex ETF Structure for Model Calibration CVPR 2025
Uncertainty and Energy Based Loss Guided Semi-Supervised Semantic Segmentation WACV 2025
Advancing Loss Functions in Recommender Systems: A Comparative Study with a Rényi Divergence-Based Solution AAAI 2025
Parametric ρ-Norm Scaling Calibration AAAI 2025
A Symmetric Relative-Error Loss Function for Intermittent Multiscale Signal Modelling IJCAI 2025
Learning from Disagreement: Entropy-Guided Few-Shot Selection for Toxic Language Detection ACL 2025
GLEN: Generalized Focal Loss Ensemble of Low-Rank Networks for Calibrated Visual Question Answering AAAI 2025
Balanced Sharpness-Aware Minimization for Imbalanced Regression ICCV 2025
Learning to Substitute Words with Model-based Score Ranking NAACL 2025
Fossils at SemEval-2025 Task 9: Tasting Loss Functions for Food Hazard Detection in Text Reports SEMEVAL 2025
Enhancing Noise-Robust Losses for Large-Scale Noisy Data Learning AAAI 2025
COLUR: Confidence-Oriented Learning, Unlearning and Relearning with Noisy-Label Data for Model Restoration and Refinement IJCAI 2025
Learning from Sufficient Rationales: Analysing the Relationship Between Explanation Faithfulness and Token-level Regularisation Strategies IJCNLP 2025
GT-Mean Loss: A Simple Yet Effective Solution for Brightness Mismatch in Low-Light Image Enhancement ICCV 2025
CompassVerifier: A Unified and Robust Verifier for LLMs Evaluation and Outcome Reward EMNLP 2025
Attention-based Conditional Random Field for Financial Fraud Detection IJCAI 2025
VSRM: A Robust Mamba-Based Framework for Video Super-Resolution ICCV 2025
Heatmap Regression without Soft-Argmax for Facial Landmark Detection ICCV 2025