Loss Functions

Low-Degree Multicalibration COLT 2022 Maximizing Ensemble Diversity in Deep Reinforcement Learning ICLR 2022 Mitigating Neural Network Overconfidence with Logit Normalization ICML 2022 Monotonicity regularization: Improved penalties and novel applications to disentangled representation learning and robust classification UAI 2022 Multi-class AUC Optimization for Robust Small-footprint Keyword Spotting with Limited Training Data Interspeech 2022 Multi-class Classification from Multiple Unlabeled Datasets with Partial Risk Regularization ACML 2022 Nearly Optimal Catoni’s M-estimator for Infinite Variance ICML 2022 Neuro-symbolic entropy regularization UAI 2022 Noisy Label Regularisation for Textual Regression COLING 2022 Novel Ensemble Diversification Methods for Open-Set Scenarios WACV 2022 On the Consistency of Max-Margin Losses AISTATS 2022 On the detrimental effect of invariances in the likelihood for variational inference NeurIPS 2022 On the Interpretability of Regularisation for Neural Networks Through Model Gradient Similarity NeurIPS 2022 On the Pitfalls of Heteroscedastic Uncertainty Estimation with Probabilistic Neural Networks ICLR 2022 On the Surrogate Gap between Contrastive and Supervised Losses ICML 2022 Optimization of Deep Neural Network (DNN) Speech Coder Using a Multi Time Scale Perceptual Loss Function Interspeech 2022 Optimizing Early Warning Classifiers to Control False Alarms via a Minimum Precision Constraint AISTATS 2022 PAI at SemEval-2022 Task 11: Name Entity Recognition with Contextualized Entity Representations and Robust Loss Functions SemEval 2022 Pay attention to your loss : understanding misconceptions about Lipschitz neural networks NeurIPS 2022 Penalizing Gradient Norm for Efficiently Improving Generalization in Deep Learning ICML 2022 Perceptual Consistency in Video Segmentation WACV 2022 Phenomenology of Double Descent in Finite-Width Neural Networks ICLR 2022 PiCkLe at SemEval-2022 Task 4: Boosting Pre-trained Language Models with Task Specific Metadata and Cost Sensitive Learning SemEval 2022 Pitfalls of Epistemic Uncertainty Quantification through Loss Minimisation NeurIPS 2022 Platt-Bin: Efficient Posterior Calibrated Training for NLP Classifiers ACL 2022