Optimization

Dissecting User-Perceived Latency of On-Device E2E Speech Recognition Interspeech 2021 Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces ICCV 2021 Does Preprocessing Help Training Over-parameterized Neural Networks? NeurIPS 2021 Domain-Independent Dominance of Adaptive Methods CVPR 2021 DOTS: Decoupling Operation and Topology in Differentiable Architecture Search CVPR 2021 DPFPS: Dynamic and Progressive Filter Pruning for Compressing Convolutional Neural Networks from Scratch AAAI 2021 DSRNA: Differentiable Search of Robust Neural Architectures CVPR 2021 Dynamic Tensor Rematerialization ICLR 2021 EASE: Extractive-Abstractive Summarization End-to-End using the Information Bottleneck Principle EMNLP 2021 Effective Snapshot Compressive-Spectral Imaging via Deep Denoising and Total Variation Priors CVPR 2021 Effective Sparsification of Neural Networks With Global Sparsity Constraint CVPR 2021 Efficient On-Chip Learning for Optical Neural Networks Through Power-Aware Sparse Zeroth-Order Optimization AAAI 2021 Efficient Wasserstein Natural Gradients for Reinforcement Learning ICLR 2021 End-to-End High Dynamic Range Camera Pipeline Optimization CVPR 2021 Enhance Curvature Information by Structured Stochastic Quasi-Newton Methods CVPR 2021 Fast Algorithms for Stackelberg Prediction Game with Least Squares Loss ICML 2021 Fast and Compact Bilinear Pooling by Shifted Random Maclaurin AAAI 2021 Faster Policy Learning with Continuous-Time Gradients L4DC 2021 Fast Training of Provably Robust Neural Networks by SingleProp AAAI 2021 FBNetV3: Joint Architecture-Recipe Search Using Predictor Pretraining CVPR 2021 Federated Learning with Sparsification-Amplified Privacy and Adaptive Optimization IJCAI 2021 FracBits: Mixed Precision Quantization via Fractional Bit-Widths AAAI 2021 Global Optimality Beyond Two Layers: Training Deep ReLU Networks via Convex Programs ICML 2021 GRAD-MATCH: Gradient Matching based Data Subset Selection for Efficient Deep Model Training ICML 2021 GrooMeD-NMS: Grouped Mathematically Differentiable NMS for Monocular 3D Object Detection CVPR 2021