| Pareto-Frontier-aware Neural Architecture Search | Jan 1, 2021 | CPUGPU | —Unverified | 0 |
| Fast MNAS: Uncertainty-aware Neural Architecture Search with Lifelong Learning | Jan 1, 2021 | FairnessGPU | —Unverified | 0 |
| NASOA: Towards Faster Task-oriented Online Fine-tuning | Jan 1, 2021 | Cloud ComputingGPU | —Unverified | 0 |
| EnTranNAS: Towards Closing the Gap between the Architectures in Search and Evaluation | Jan 1, 2021 | GPUNeural Architecture Search | —Unverified | 0 |
| TransNAS-Bench-101: Improving Transferrability and Generalizability of Cross-Task Neural Architecture Search | Jan 1, 2021 | GPUNeural Architecture Search | CodeCode Available | 1 |
| Accelerating DNN Training through Selective Localized Learning | Jan 1, 2021 | GPU | —Unverified | 0 |
| Local Clustering Graph Neural Networks | Jan 1, 2021 | ClusteringGPU | —Unverified | 0 |
| GINN: Fast GPU-TEE Based Integrity for Neural Network Training | Jan 1, 2021 | GPUSelf-Driving Cars | —Unverified | 0 |
| LLBoost: Last Layer Perturbation to Boost Pre-trained Neural Networks | Jan 1, 2021 | GPUimage-classification | —Unverified | 0 |
| Constructing Multiple High-Quality Deep Neural Networks: A TRUST-TECH Based Approach | Jan 1, 2021 | GPUimage-classification | —Unverified | 0 |
| Efficient Differentiable Neural Architecture Search with Model Parallelism | Jan 1, 2021 | GPUmodel | —Unverified | 0 |
| Ego-Centric Spatial Memory Networks | Jan 1, 2021 | CPUGPU | —Unverified | 0 |
| CompOFA – Compound Once-For-All Networks for Faster Multi-Platform Deployment | Jan 1, 2021 | AllGPU | CodeCode Available | 1 |
| Fast 3D Acoustic Scattering via Discrete Laplacian Based Implicit Function Encoders | Jan 1, 2021 | GPU | —Unverified | 0 |
| I/O Lower Bounds for Auto-tuning of Convolutions in CNNs | Dec 31, 2020 | GPU | —Unverified | 0 |
| Voxel R-CNN: Towards High Performance Voxel-based 3D Object Detection | Dec 31, 2020 | 3D Object DetectionGPU | CodeCode Available | 1 |
| A Tale of Two Efficient and Informative Negative Sampling Distributions | Dec 31, 2020 | CPUGPU | —Unverified | 0 |
| Vocabulary Learning via Optimal Transport for Neural Machine Translation | Dec 31, 2020 | GPUMachine Translation | CodeCode Available | 1 |
| Adaptive Graph Diffusion Networks | Dec 30, 2020 | GPULink Prediction | CodeCode Available | 1 |
| TensorX: Extensible API for Neural Network Model Design and Deployment | Dec 29, 2020 | GPU | —Unverified | 0 |
| SparsePipe: Parallel Deep Learning for 3D Point Clouds | Dec 27, 2020 | Deep LearningGPU | —Unverified | 0 |
| Memory-Efficient Hierarchical Neural Architecture Search for Image Restoration | Dec 24, 2020 | DenoisingGPU | CodeCode Available | 1 |
| Hardware-accelerated Simulation-based Inference of Stochastic Epidemiology Models for COVID-19 | Dec 23, 2020 | CPUEpidemiology | CodeCode Available | 0 |
| BaPipe: Exploration of Balanced Pipeline Parallelism for DNN Training | Dec 23, 2020 | GPU | —Unverified | 0 |
| EQ-Net: A Unified Deep Learning Framework for Log-Likelihood Ratio Estimation and Quantization | Dec 23, 2020 | GPUQuantization | —Unverified | 0 |
| Evolving Neural Architecture Using One Shot Model | Dec 23, 2020 | GPUmodel | CodeCode Available | 0 |
| Sub-Linear Memory: How to Make Performers SLiM | Dec 21, 2020 | GPU | CodeCode Available | 0 |
| Searching for Controllable Image Restoration Networks | Dec 21, 2020 | 4kGPU | —Unverified | 0 |
| Hardware and Software Optimizations for Accelerating Deep Neural Networks: Survey of Current Trends, Challenges, and the Road Ahead | Dec 21, 2020 | Autonomous DrivingBenchmarking | —Unverified | 0 |
| Spatiotemporal Pattern Mining for Nowcasting Extreme Earthquakes in Southern California | Dec 20, 2020 | Deep LearningEarthquake prediction | —Unverified | 0 |
| Rethinking Road Surface 3D Reconstruction and Pothole Detection: From Perspective Transformation to Disparity Map Segmentation | Dec 19, 2020 | 3D ReconstructionClustering | —Unverified | 0 |
| Minimax Strikes Back | Dec 19, 2020 | Deep Reinforcement LearningGPU | —Unverified | 0 |
| Ekya: Continuous Learning of Video Analytics Models on Edge Compute Servers | Dec 19, 2020 | GPU | —Unverified | 0 |
| When Machine Learning Meets Quantum Computers: A Case Study | Dec 18, 2020 | BIG-bench Machine LearningCPU | CodeCode Available | 1 |
| CodeVIO: Visual-Inertial Odometry with Learned Optimizable Dense Depth | Dec 18, 2020 | Depth EstimationDepth Prediction | —Unverified | 0 |
| XResolution Correspondence Networks | Dec 17, 2020 | 4kGPU | CodeCode Available | 1 |
| FG-Net: Fast Large-Scale LiDAR Point Clouds Understanding Network Leveraging Correlated Feature Mining and Geometric-Aware Modelling | Dec 17, 2020 | 3D Part Segmentation3D Point Cloud Classification | CodeCode Available | 1 |
| Learned Block-based Hybrid Image Compression | Dec 17, 2020 | BlockingGPU | —Unverified | 0 |
| SpAtten: Efficient Sparse Attention Architecture with Cascade Token and Head Pruning | Dec 17, 2020 | CPUGPU | —Unverified | 0 |
| On the performance of deep learning for numerical optimization: an application to protein structure prediction | Dec 17, 2020 | global-optimizationGPU | —Unverified | 0 |
| Distilling Optimal Neural Networks: Rapid Search in Diverse Spaces | Dec 16, 2020 | GPUKnowledge Distillation | —Unverified | 0 |
| PDFFlow: hardware accelerating parton density access | Dec 15, 2020 | CPUGPU | CodeCode Available | 1 |
| AsyncTaichi: On-the-fly Inter-kernel Optimizations for Imperative and Spatially Sparse Programming | Dec 15, 2020 | GPU | —Unverified | 0 |
| CUDA-Optimized real-time rendering of a Foveated Visual System | Dec 15, 2020 | FoveationGPU | CodeCode Available | 1 |
| GEM: Online Globally consistent dense elevation mapping for unstructured terrain | Dec 14, 2020 | CPUGPU | CodeCode Available | 1 |
| NVIDIA SimNet^TM: an AI-accelerated multi-physics simulation framework | Dec 14, 2020 | GPU | —Unverified | 0 |
| Learning to Stop: Dynamic Simulation Monte-Carlo Tree Search | Dec 14, 2020 | Atari GamesCPU | —Unverified | 0 |
| Bayesian Neural Ordinary Differential Equations | Dec 14, 2020 | Bayesian InferenceBIG-bench Machine Learning | —Unverified | 0 |
| Understanding Image Retrieval Re-Ranking: A Graph Neural Network Perspective | Dec 14, 2020 | Drone-view target localizationGPU | CodeCode Available | 1 |
| Real-Time High-Resolution Background Matting | Dec 14, 2020 | 4kGPU | CodeCode Available | 3 |