| End-to-end Adaptive Distributed Training on PaddlePaddle | Dec 6, 2021 | CPUGPU | —Unverified | 0 |
| ALIKE: Accurate and Lightweight Keypoint Detection and Descriptor Extraction | Dec 6, 2021 | Camera Pose EstimationGPU | CodeCode Available | 1 |
| Learning Tracking Representations via Dual-Branch Fully Transformer Networks | Dec 5, 2021 | GPUObject Tracking | CodeCode Available | 1 |
| Boosting Mobile CNN Inference through Semantic Memory | Dec 5, 2021 | CPUGPU | —Unverified | 0 |
| Logic Shrinkage: Learned FPGA Netlist Sparsity for Efficient Neural Network Inference | Dec 4, 2021 | Efficient Neural NetworkGPU | CodeCode Available | 1 |
| 3rd Place: A Global and Local Dual Retrieval Solution to Facebook AI Image Similarity Challenge | Dec 4, 2021 | GPURetrieval | CodeCode Available | 1 |
| Mesh Convolution with Continuous Filters for 3D Surface Parsing | Dec 3, 2021 | GPUScene Parsing | CodeCode Available | 1 |
| Efficient Two-Stage Detection of Human-Object Interactions with a Novel Unary-Pairwise Transformer | Dec 3, 2021 | GPUHuman-Object Interaction Detection | CodeCode Available | 1 |
| TC-GNN: Bridging Sparse GNN Computation and Dense Tensor Cores on GPUs | Dec 3, 2021 | GPUTranslation | CodeCode Available | 1 |
| Machine Learning Subsystem for Autonomous Collision Avoidance on a small UAS with Embedded GPU | Dec 3, 2021 | Collision AvoidanceDepth Estimation | —Unverified | 0 |
| Fast Neural Representations for Direct Volume Rendering | Dec 2, 2021 | GPUSuper-Resolution | CodeCode Available | 1 |
| MegBA: A GPU-Based Distributed Library for Large-Scale Bundle Adjustment | Dec 2, 2021 | GPU | CodeCode Available | 1 |
| CorticalFlow: A Diffeomorphic Mesh Transformer Network for Cortical Surface Reconstruction | Dec 1, 2021 | GPUSurface Reconstruction | CodeCode Available | 1 |
| Faster proximal algorithms for matrix optimization using Jacobi-based eigenvalue methods | Dec 1, 2021 | CPUGPU | —Unverified | 0 |
| Low-Fidelity Video Encoder Optimization for Temporal Action Localization | Dec 1, 2021 | Action ClassificationAction Localization | —Unverified | 0 |
| 360MonoDepth: High-Resolution 360° Monocular Depth Estimation | Nov 30, 2021 | 2kDepth Estimation | CodeCode Available | 1 |
| gCastle: A Python Toolbox for Causal Discovery | Nov 30, 2021 | Causal DiscoveryGPU | CodeCode Available | 2 |
| EAGAN: Efficient Two-stage Evolutionary Architecture Search for GANs | Nov 30, 2021 | GPUImage Generation | CodeCode Available | 1 |
| MAPLE: Microprocessor A Priori for Latency Estimation | Nov 30, 2021 | CPUDomain Adaptation | —Unverified | 0 |
| VPFNet: Improving 3D Object Detection with Virtual Point based LiDAR and Stereo Data Fusion | Nov 29, 2021 | 3D Object DetectionData Augmentation | —Unverified | 0 |
| Building extraction with vision transformer | Nov 29, 2021 | GPUImage Classification | —Unverified | 0 |
| Performance of a GPU- and Time-Efficient Pseudo 3D Network for Magnetic Resonance Image Super-Resolution and Motion Artifact Reduction | Nov 28, 2021 | GPUImage Restoration | —Unverified | 0 |
| A Survey of Large-Scale Deep Learning Serving System Optimization: Challenges and Opportunities | Nov 28, 2021 | Deep LearningGPU | —Unverified | 0 |
| NCVX: A User-Friendly and Scalable Package for Nonconvex Optimization in Machine Learning | Nov 27, 2021 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| Bayesian Optimization for auto-tuning GPU kernels | Nov 26, 2021 | Bayesian OptimizationGPU | CodeCode Available | 1 |
| MAE-DET: Revisiting Maximum Entropy Principle in Zero-Shot NAS for Efficient Object Detection | Nov 26, 2021 | GPUNeural Architecture Search | —Unverified | 0 |
| Efficient Multi-Organ Segmentation Using SpatialConfiguration-Net with Low GPU Memory Requirements | Nov 26, 2021 | GPUOrgan Segmentation | CodeCode Available | 0 |
| Gradient-SDF: A Semi-Implicit Surface Representation for 3D Reconstruction | Nov 26, 2021 | 3D geometry3D Reconstruction | CodeCode Available | 1 |
| MICS : Multi-steps, Inverse Consistency and Symmetric deep learning registration network | Nov 23, 2021 | Deep LearningGPU | —Unverified | 0 |
| On the Unreasonable Effectiveness of Feature propagation in Learning on Graphs with Missing Node Features | Nov 23, 2021 | GPUNode Classification | CodeCode Available | 1 |
| Subgraph Permutation Equivariant Networks | Nov 23, 2021 | GPU | —Unverified | 0 |
| Generating GPU Compiler Heuristics using Reinforcement Learning | Nov 23, 2021 | Deep Reinforcement LearningGPU | —Unverified | 0 |
| Direct Voxel Grid Optimization: Super-fast Convergence for Radiance Fields Reconstruction | Nov 22, 2021 | GPUNeRF | CodeCode Available | 2 |
| Fast and Data-Efficient Training of Rainbow: an Experimental Study on Atari | Nov 19, 2021 | Atari GamesGPU | CodeCode Available | 1 |
| FastDOG: Fast Discrete Optimization on GPU | Nov 19, 2021 | Cell TrackingGPU | CodeCode Available | 1 |
| Rethinking Dilated Convolution for Real-time Semantic Segmentation | Nov 18, 2021 | DecoderGPU | CodeCode Available | 1 |
| You Only Sample (Almost) Once: Linear Cost Self-Attention Via Bernoulli Sampling | Nov 18, 2021 | GPU | CodeCode Available | 1 |
| Benchmarking and scaling of deep learning models for land cover image classification | Nov 18, 2021 | BenchmarkingClassification | CodeCode Available | 1 |
| Subspace Graph Physics: Real-Time Rigid Body-Driven Granular Flow Simulation | Nov 18, 2021 | GPU | CodeCode Available | 1 |
| Efficient Speech Translation with Pre-trained models | Nov 16, 2021 | GPUTranslation | —Unverified | 0 |
| TextMosaic: A New Data Augmentation Method for Named Entity Recognition Using Document-Level Contexts | Nov 16, 2021 | Data AugmentationGPU | —Unverified | 0 |
| CGX: Adaptive System Support for Communication-Efficient Deep Learning | Nov 16, 2021 | Deep LearningGPU | CodeCode Available | 1 |
| Stacked BNAS: Rethinking Broad Convolutional Neural Network for Neural Architecture Search | Nov 15, 2021 | GPUNeural Architecture Search | —Unverified | 0 |
| AutoGMap: Learning to Map Large-scale Sparse Graphs on Memristive Crossbars | Nov 15, 2021 | CPUDecision Making | CodeCode Available | 0 |
| User Allocation in Mobile Edge Computing: A Deep Reinforcement Learning Approach | Nov 11, 2021 | CPUDeep Reinforcement Learning | CodeCode Available | 1 |
| ParaFold: Paralleling AlphaFold for Large-Scale Predictions | Nov 11, 2021 | CPUGPU | CodeCode Available | 1 |
| SPA-GCN: Efficient and Flexible GCN Accelerator with an Application for Graph Similarity Computation | Nov 10, 2021 | CPUDeep Learning | —Unverified | 0 |
| Graph Neural Network Training with Data Tiering | Nov 10, 2021 | CPUFraud Detection | —Unverified | 0 |
| Accelerating GAN training using highly parallel hardware on public cloud | Nov 8, 2021 | Generative Adversarial NetworkGPU | —Unverified | 0 |
| FinRL-Podracer: High Performance and Scalable Deep Reinforcement Learning for Quantitative Finance | Nov 7, 2021 | Deep Reinforcement LearningGPU | —Unverified | 0 |