Optimization & Theory

Data and Parameter Scaling Laws for Neural Machine Translation EMNLP 2021 DDSAS: Dynamic and Differentiable Space-Architecture Search ACML 2021 Debiasing Methods in Natural Language Understanding Make Bias More Accessible EMNLP 2021 DecentLaM: Decentralized Momentum SGD for Large-Batch Deep Training ICCV 2021 Decomposable-Net: Scalable Low-Rank Compression for Neural Networks IJCAI 2021 Decoupled Dynamic Filter Networks CVPR 2021 Deep Equals Shallow for ReLU Networks in Kernel Regimes ICLR 2021 Deep Frequency Principle Towards Understanding Why Deeper Learning Is Faster AAAI 2021 Deep Learning on a Data Diet: Finding Important Examples Early in Training NeurIPS 2021 Deeplite NeutrinoTM: A BlackBox Framework for Constrained Deep Learning Model Optimization AAAI 2021 DeepLM: Large-Scale Nonlinear Least Squares on Deep Learning Frameworks Using Stochastic Domain Decomposition CVPR 2021 Deeply Shared Filter Bases for Parameter-Efficient Convolutional Neural Networks NeurIPS 2021 Deep Neural Tangent Kernel and Laplace Kernel Have the Same RKHS ICLR 2021 DeepReduce: A Sparse-tensor Communication Framework for Federated Deep Learning NeurIPS 2021 DeepReDuce: ReLU Reduction for Fast Private Inference ICML 2021 Deep Spiking Neural Network with Neural Oscillation and Spike-Phase Information AAAI 2021 DEEPSPLIT: An Efficient Splitting Method for Neural Network Verification via Indirect Effect Analysis IJCAI 2021 Deformable Butterfly: A Highly Structured and Sparse Linear Transform NeurIPS 2021 DELA Corpus - A Document-Level Corpus Annotated with Context-Related Issues EMNLP 2021 DeLighT: Deep and Light-weight Transformer ICLR 2021 Delving into Variance Transmission and Normalization: Shift of Average Gradient Makes the Network Collapse AAAI 2021 Demystifying and Generalizing BinaryConnect NeurIPS 2021 Dense for the Price of Sparse: Improved Performance of Sparsely Initialized Networks via a Subspace Offset ICML 2021 Depth Completion With Twin Surface Extrapolation at Occlusion Boundaries CVPR 2021 DeRF: Decomposed Radiance Fields CVPR 2021