Model Architecture

Deconstructing the Inductive Biases of Hamiltonian Neural Networks ICLR 2022 Deep 3D-to-2D Watermarking: Embedding Messages in 3D Meshes and Extracting Them From 2D Renderings CVPR 2022 Deep Architecture Connectivity Matters for Its Convergence: A Fine-Grained Analysis NeurIPS 2022 Deep Cascade Learning for Optimal Medical Image Feature Representation MLHC 2022 Deep Differentiable Logic Gate Networks NeurIPS 2022 Deep Ensembling with No Overhead for either Training or Testing: The All-Round Blessings of Dynamic Sparsity ICLR 2022 Deep Fourier Up-Sampling NeurIPS 2022 Deep Learning for Prosody-Based Irony Classification in Spontaneous Speech Interspeech 2022 Deep Learning without Shortcuts: Shaping the Kernel with Tailored Rectifiers ICLR 2022 Deep Optimization Prior for THz Model Parameter Estimation WACV 2022 Deep Photo Scan: Semi-Supervised Learning for Dealing With the Real-World Degradation in Smartphone Photo Scanning WACV 2022 DeepQR: Neural-Based Quality Ratings for Learnersourced Multiple-Choice Questions AAAI 2022 Deep Spatial Adaptive Network for Real Image Demosaicing AAAI 2022 DeepSpeed-MoE: Advancing Mixture-of-Experts Inference and Training to Power Next-Generation AI Scale ICML 2022 DeformRS: Certifying Input Deformations with Randomized Smoothing AAAI 2022 DeltaCNN: End-to-End CNN Inference of Sparse Frame Differences in Videos CVPR 2022 Depth and Feature Learning are Provably Beneficial for Neural Network Discriminators COLT 2022 DepthShrinker: A New Compression Paradigm Towards Boosting Real-Hardware Efficiency of Compact Neural Networks ICML 2022 DextAIRity: Deformable Manipulation Can be a Breeze RSS 2022 Differentiable hierarchical and surrogate gradient search for spiking neural networks NeurIPS 2022 Differentiable Stereopsis: Meshes From Multiple Views Using Differentiable Rendering CVPR 2022 DiffStack: A Differentiable and Modular Control Stack for Autonomous Vehicles CoRL 2022 DisPFL: Towards Communication-Efficient Personalized Federated Learning via Decentralized Sparse Training ICML 2022 DISTREAL: Distributed Resource-Aware Learning in Heterogeneous Systems AAAI 2022 Distribution Consistent Neural Architecture Search CVPR 2022