Deep Learning

Towards Socially Responsible AI: Cognitive Bias-Aware Multi-Objective Learning AAAI 2020 Transformer Hawkes Process ICML 2020 Transformers are RNNs: Fast Autoregressive Transformers with Linear Attention ICML 2020 Two-sample Testing Using Deep Learning AISTATS 2020 Two-Stage Polyphonic Sound Event Detection Based on Faster R-CNN-LSTM with Multi-Token Connectionist Temporal Classification Interspeech 2020 Ultrasound-Based Articulatory-to-Acoustic Mapping with WaveGlow Speech Synthesis Interspeech 2020 Uncertainty-Aware Deep Classifiers Using Generative Models AAAI 2020 Uncertainty Estimation Using a Single Deep Deterministic Neural Network ICML 2020 Uncertainty Quantification for Deep Context-Aware Mobile Activity Recognition and Unknown Context Discovery AISTATS 2020 Understanding Neural Abstractive Summarization Models via Uncertainty EMNLP 2020 Universal Adversarial Training AAAI 2020 Voice Separation with an Unknown Number of Multiple Speakers ICML 2020 When deep denoising meets iterative phase retrieval ICML 2020 Where to Go Next: Modeling Long- and Short-Term User Preferences for Point-of-Interest Recommendation AAAI 2020 XiaoiceSing: A High-Quality and Integrated Singing Voice Synthesis System Interspeech 2020 A Cascade Model for Proposition Extraction in Argumentation ACL 2019 AdaNSP: Uncertainty-driven Adaptive Decoding in Neural Semantic Parsing ACL 2019 A Deep Reinforcement Learning Framework for Rebalancing Dockless Bike Sharing Systems AAAI 2019 Advancing Sequence-to-Sequence Based Speech Recognition Interspeech 2019 An Analysis of Source-Side Grammatical Errors in NMT ACL 2019 An Investigation of Deep Learning Systems for Suicide Risk Assessment NAACL 2019 A Theoretically Guaranteed Deep Optimization Framework for Robust Compressive Sensing MRI AAAI 2019 Attention Is (not) All You Need for Commonsense Reasoning ACL 2019 Automatic Generation of Chinese Short Product Titles for Mobile Display AAAI 2019 Beyond Backprop: Online Alternating Minimization with Auxiliary Variables ICML 2019