Deep Learning

Biologically Motivated Algorithms for Propagating Local Target Representations AAAI 2019 Calibrated Stochastic Gradient Descent for Convolutional Neural Networks AAAI 2019 Can You Trust This Prediction? Auditing Pointwise Reliability After Learning AISTATS 2019 Charge-Based Prison Term Prediction with Deep Gating Network EMNLP 2019 Class-Balanced Loss Based on Effective Number of Samples CVPR 2019 Coherence-based Modeling of Clinical Concepts Inferred from Heterogeneous Clinical Notes for ICU Patient Risk Stratification CoNLL 2019 Communication-Efficient Stochastic Gradient MCMC for Neural Networks AAAI 2019 Compositional Questions Do Not Necessitate Multi-hop Reasoning ACL 2019 Countdown Regression: Sharp and Calibrated Survival Predictions UAI 2019 Crash to Not Crash: Learn to Identify Dangerous Vehicles Using a Simulator AAAI 2019 Deep Attention Gated Dilated Temporal Convolutional Networks with Intra-Parallel Convolutional Modules for End-to-End Monaural Speech Separation Interspeech 2019 Deep Latent Generative Models for Energy Disaggregation AAAI 2019 DeepLung: Smartphone Convolutional Neural Network-Based Inference of Lung Anomalies for Pulmonary Patients Interspeech 2019 Deep Neural Baselines for Computational Paralinguistics Interspeech 2019 Deep Recurrent Survival Analysis AAAI 2019 Deep Residual Neural Networks for Audio Spoofing Detection Interspeech 2019 DEFSI: Deep Learning Based Epidemic Forecasting with Synthetic Information AAAI 2019 Dependency or Span, End-to-End Uniform Semantic Role Labeling AAAI 2019 Detecting Aggression and Toxicity using a Multi Dimension Capsule Network ACL 2019 Detecting context abusiveness using hierarchical deep learning EMNLP 2019 Diagnosing Bottlenecks in Deep Q-learning Algorithms ICML 2019 Divergence-Augmented Policy Optimization NeurIPS 2019 DSTC7 Task 1: Noetic End-to-End Response Selection ACL 2019 Dynamic Spatial-Temporal Graph Convolutional Neural Networks for Traffic Forecasting AAAI 2019 Energy and Policy Considerations for Deep Learning in NLP ACL 2019