Optimization & Theory

Tuning-free Plug-and-Play Proximal Algorithm for Inverse Imaging Problems ICML 2020 Ultrafast Photorealistic Style Transfer via Neural Architecture Search AAAI 2020 Ultrafast Video Attention Prediction with Coupled Knowledge Distillation AAAI 2020 UNAS: Differentiable Architecture Search Meets Reinforcement Learning CVPR 2020 Understanding and Exploring the Network with Stochastic Architectures NeurIPS 2020 Understanding and Improving Proximity Graph Based Maximum Inner Product Search AAAI 2020 Understanding Architectures Learnt by Cell-based Neural Architecture Search ICLR 2020 Understanding Double Descent Requires A Fine-Grained Bias-Variance Decomposition NeurIPS 2020 Understanding Generalization in Deep Learning via Tensor Methods AISTATS 2020 Understanding Generalization in Neural Networks for Robustness against Adversarial Vulnerabilities AAAI 2020 Understanding the Difficulty of Training Transformers EMNLP 2020 Understanding the Disharmony between Weight Normalization Family and Weight Decay AAAI 2020 Understanding the Impact of Model Incoherence on Convergence of Incremental SGD with Random Reshuffle ICML 2020 Understanding the Role of Training Regimes in Continual Learning NeurIPS 2020 Unique Properties of Flat Minima in Deep Networks ICML 2020 Universal Approximation with Deep Narrow Networks COLT 2020 Up or Down? Adaptive Rounding for Post-Training Quantization ICML 2020 URNet: User-Resizable Residual Networks with Conditional Gating Module AAAI 2020 Using Context in Neural Machine Translation Training Objectives ACL 2020 Variational Bayesian Quantization ICML 2020 VECA: A Method for Detecting Overfitting in Neural Networks (Student Abstract) AAAI 2020 Vector-Vector-Matrix Architecture: A Novel Hardware-Aware Framework for Low-Latency Inference in NLP Applications EMNLP 2020 ViP: Virtual Pooling for Accelerating CNN-based Image Classification and Object Detection WACV 2020 VoiceFilter-Lite: Streaming Targeted Voice Separation for On-Device Speech Recognition Interspeech 2020 Wavelet Synthesis Net for Disparity Estimation to Synthesize DSLR Calibre Bokeh Effect on Smartphones CVPR 2020