Neural Network Optimization

An Empirical Study of Stochastic Gradient Descent with Structured Covariance Noise AISTATS 2020 An Internal Covariate Shift Bounding Algorithm for Deep Neural Networks by Unitizing Layers' Outputs CVPR 2020 An Investigation Into the Stochasticity of Batch Whitening CVPR 2020 AOWS: Adaptive and Optimal Network Width Search With Latency Constraints CVPR 2020 Architecture Search of Dynamic Cells for Semantic Video Segmentation WACV 2020 Attentive Pooling with Learnable Norms for Text Representation ACL 2020 Augment Your Batch: Improving Generalization Through Instance Repetition CVPR 2020 AutoML-Zero: Evolving Machine Learning Algorithms From Scratch ICML 2020 AutoShrink: A Topology-Aware NAS for Discovering Efficient Neural Architecture AAAI 2020 Benchmarking Deep Inverse Models over time, and the Neural-Adjoint method NeurIPS 2020 Beyond Dropout: Feature Map Distortion to Regularize Deep Neural Networks AAAI 2020 BFBox: Searching Face-Appropriate Backbone and Feature Pyramid Network for Face Detector CVPR 2020 Biologically Inspired Sleep Algorithm for Reducing Catastrophic Forgetting in Neural Networks AAAI 2020 Block-Wisely Supervised Neural Architecture Search With Knowledge Distillation CVPR 2020 Butterfly Transform: An Efficient FFT Based Neural Architecture Design CVPR 2020 Channel Pruning Guided by Classification Loss and Feature Importance AAAI 2020 Cogradient Descent for Bilinear Optimization CVPR 2020 Confidence-Aware Learning for Deep Neural Networks ICML 2020 Continual Learning With Extended Kronecker-Factored Approximate Curvature CVPR 2020 Controllable Orthogonalization in Training DNNs CVPR 2020 Curriculum Learning by Dynamic Instance Hardness NeurIPS 2020 DARB: A Density-Adaptive Regular-Block Pruning for Deep Neural Networks AAAI 2020 Deep learning versus kernel learning: an empirical study of loss landscape geometry and the time evolution of the Neural Tangent Kernel NeurIPS 2020 Deep Time-Stream Framework for Click-through Rate Prediction by Tracking Interest Evolution AAAI 2020 Densely Connected Search Space for More Flexible Neural Architecture Search CVPR 2020