Neural Network Optimization

Deep Spiking Neural Network with Neural Oscillation and Spike-Phase Information AAAI 2021 Delving Deep Into Many-to-Many Attention for Few-Shot Video Object Segmentation CVPR 2021 Delving into Variance Transmission and Normalization: Shift of Average Gradient Makes the Network Collapse AAAI 2021 Descending through a Crowded Valley - Benchmarking Deep Learning Optimizers ICML 2021 Differentiable Dynamic Quantization with Mixed Precision and Adaptive Resolution ICML 2021 Differentiable Dynamic Wirings for Neural Networks ICCV 2021 Differentiable Multiple Shooting Layers NeurIPS 2021 Differentiable Spike: Rethinking Gradient-Descent for Training Spiking Neural Networks NeurIPS 2021 Differentiable Surface Rendering via Non-Differentiable Sampling ICCV 2021 DiNTS: Differentiable Neural Network Topology Search for 3D Medical Image Segmentation CVPR 2021 Discovering Better Model Architectures for Medical Query Understanding NAACL 2021 Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces ICCV 2021 Distributed Second Order Methods with Fast Rates and Compressed Communication ICML 2021 Distribution-Aware Adaptive Multi-Bit Quantization CVPR 2021 DNN-based Topology Optimisation: Spatial Invariance and Neural Tangent Kernel NeurIPS 2021 Document-Level Relation Extraction with Adaptive Thresholding and Localized Context Pooling AAAI 2021 Does Preprocessing Help Training Over-parameterized Neural Networks? NeurIPS 2021 Does the Order of Training Samples Matter? Improving Neural Data-to-Text Generation with Curriculum Learning EACL 2021 Domain-Independent Dominance of Adaptive Methods CVPR 2021 Do Wider Neural Networks Really Help Adversarial Robustness? NeurIPS 2021 DPM: A Novel Training Method for Physics-Informed Neural Networks in Extrapolation AAAI 2021 Drafting and Revision: Laplacian Pyramid Network for Fast High-Quality Artistic Style Transfer CVPR 2021 Dynamics of Stochastic Momentum Methods on Large-scale, Quadratic Models NeurIPS 2021 EarlyBERT: Efficient BERT Training via Early-bird Lottery Tickets ACL 2021 Early Stopping in Deep Networks: Double Descent and How to Eliminate it ICLR 2021