Loss Functions

Smooth Loss Functions for Deep Top-k Classification ICLR 2018 Speech Emotion Recognition from Variable-Length Inputs with Triplet Loss Function Interspeech 2018 Subband Weighting for Binaural Speech Source Localization Interspeech 2018 Surprising properties of dropout in deep networks JMLR 2018 The Lovász-Softmax Loss: A Tractable Surrogate for the Optimization of the Intersection-Over-Union Measure in Neural Networks CVPR 2018 Token-level and sequence-level loss smoothing for RNN language models ACL 2018 Towards a Better Metric for Evaluating Question Generation Systems EMNLP 2018 Trainable Calibration Measures for Neural Networks from Kernel Mean Embeddings ICML 2018 Visualizing the Loss Landscape of Neural Nets NeurIPS 2018 Why are Sequence-to-Sequence Models So Dull? Understanding the Low-Diversity Problem of Chatbots EMNLP 2018 Wing Loss for Robust Facial Landmark Localisation With Convolutional Neural Networks CVPR 2018 A Comparison of Perceptually Motivated Loss Functions for Binary Mask Estimation in Speech Separation Interspeech 2017 Adaptive Semi-Supervised Learning with Discriminative Least Squares Regression IJCAI 2017 An End-to-End Deep Framework for Answer Triggering with a Novel Group-Level Objective EMNLP 2017 A Strongly Quasiconvex PAC-Bayesian Bound ALT 2017 BranchOut: Regularization for Online Ensemble Tracking With Convolutional Neural Networks CVPR 2017 Calibration Approaches for Language Detection Interspeech 2017 Confident Multiple Choice Learning ICML 2017 Don’t understand a measure? Learn it: Structured Prediction for Coreference Resolution optimizing its measures ACL 2017 Forest-type Regression with General Losses and Robust Forest ICML 2017 Gram-CTC: Automatic Unit Selection and Target Decomposition for Sequence Labelling ICML 2017 Hierarchical Feature Selection with Recursive Regularization IJCAI 2017 Importance-Aware Semantic Segmentation for Autonomous Driving System IJCAI 2017 Improving Pairwise Ranking for Multi-Label Image Classification CVPR 2017 Improving the Generalization Performance of Multi-class SVM via Angular Regularization IJCAI 2017