| Efficient Memory Management for Deep Neural Net Inference | Jan 10, 2020 | Management | CodeCode Available | 2 |
| FASTER: Fast and Safe Trajectory Planner for Navigation in Unknown Environments | Jan 9, 2020 | Motion PlanningTrajectory Planning | CodeCode Available | 2 |
| Transferability of Adversarial Examples to Attack Cloud-based Image Classifier Service | Jan 8, 2020 | ClassificationGeneral Classification | CodeCode Available | 2 |
| Deep Snake for Real-Time Instance Segmentation | Jan 6, 2020 | GPUInstance Segmentation | CodeCode Available | 2 |
| Scalable Gradients for Stochastic Differential Equations | Jan 5, 2020 | SensitivityVariational Inference | CodeCode Available | 2 |
| A System for Real-Time Interactive Analysis of Deep Learning Training | Jan 5, 2020 | 3D Action RecognitionDiagnostic | CodeCode Available | 2 |
| LayoutLM: Pre-training of Text and Layout for Document Image Understanding | Dec 31, 2019 | Document AIdocument-image-classification | CodeCode Available | 2 |
| Big Transfer (BiT): General Visual Representation Learning | Dec 24, 2019 | Few-Shot LearningFine-Grained Image Classification | CodeCode Available | 2 |
| PEGASUS: Pre-training with Extracted Gap-sentences for Abstractive Summarization | Dec 18, 2019 | Abstractive Text SummarizationDecoder | CodeCode Available | 2 |
| A Multi-task Learning Model for Chinese-oriented Aspect Polarity Classification and Aspect Term Extraction | Dec 17, 2019 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 2 |
| Scalability in Perception for Autonomous Driving: Waymo Open Dataset | Dec 10, 2019 | Autonomous DrivingDiversity | CodeCode Available | 2 |
| Advances and Open Problems in Federated Learning | Dec 10, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 2 |
| JAX, M.D.: A Framework for Differentiable Physics | Dec 9, 2019 | Drug DiscoveryGPU | CodeCode Available | 2 |
| Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers | Dec 6, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| Plug and Play Language Models: A Simple Approach to Controlled Text Generation | Dec 4, 2019 | AttributeLanguage Modelling | CodeCode Available | 2 |
| Leveraging Procedural Generation to Benchmark Reinforcement Learning | Dec 3, 2019 | Procgen Hard (100M)reinforcement-learning | CodeCode Available | 2 |
| AR-Net: A simple Auto-Regressive Neural Network for time-series | Nov 27, 2019 | Time SeriesTime Series Analysis | CodeCode Available | 2 |
| RandLA-Net: Efficient Semantic Segmentation of Large-Scale Point Clouds | Nov 25, 2019 | 3D Semantic SegmentationLIDAR Semantic Segmentation | CodeCode Available | 2 |
| CoverNet: Multimodal Behavior Prediction using Trajectory Sets | Nov 23, 2019 | Predictionregression | CodeCode Available | 2 |
| Gemmini: Enabling Systematic Deep-Learning Architecture Evaluation via Full-Stack Integration | Nov 22, 2019 | Deep Learning | CodeCode Available | 2 |
| Fast Sparse ConvNets | Nov 21, 2019 | | CodeCode Available | 2 |
| SINet: Extreme Lightweight Portrait Segmentation Networks with Spatial Squeeze Modules and Information Blocking Decoder | Nov 20, 2019 | BlockingDecoder | CodeCode Available | 2 |
| Real-time Scene Text Detection with Differentiable Binarization | Nov 20, 2019 | BinarizationOptical Character Recognition (OCR) | CodeCode Available | 2 |
| Mastering Atari, Go, Chess and Shogi by Planning with a Learned Model | Nov 19, 2019 | Atari GamesAtari Games 100k | CodeCode Available | 2 |
| Distance-IoU Loss: Faster and Better Learning for Bounding Box Regression | Nov 19, 2019 | object-detectionObject Detection | CodeCode Available | 2 |
| A Graph Autoencoder Approach to Causal Structure Learning | Nov 18, 2019 | | CodeCode Available | 2 |
| FLEN: Leveraging Field for Scalable CTR Prediction | Nov 12, 2019 | Click-Through Rate PredictionPrediction | CodeCode Available | 2 |
| Scalable Zero-shot Entity Linking with Dense Entity Retrieval | Nov 10, 2019 | Entity EmbeddingsEntity Linking | CodeCode Available | 2 |
| Graph Transformer Networks | Nov 6, 2019 | General ClassificationHeterogeneous Node Classification | CodeCode Available | 2 |
| Learning to Predict Without Looking Ahead: World Models Without Forward Prediction | Oct 29, 2019 | Model-based Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| Differentiable Convex Optimization Layers | Oct 28, 2019 | Inductive Bias | CodeCode Available | 2 |
| Parallel WaveGAN: A fast waveform generation model based on generative adversarial networks with multi-resolution spectrogram | Oct 25, 2019 | Generative Adversarial NetworkGPU | CodeCode Available | 2 |
| BlenderProc | Oct 25, 2019 | 3D Object RecognitionDepth Image Estimation | CodeCode Available | 2 |
| Meta-World: A Benchmark and Evaluation for Multi-Task and Meta Reinforcement Learning | Oct 24, 2019 | Meta-LearningMeta Reinforcement Learning | CodeCode Available | 2 |
| Exploring the Limits of Transfer Learning with a Unified Text-to-Text Transformer | Oct 23, 2019 | Answer GenerationCommon Sense Reasoning | CodeCode Available | 2 |
| A context sensitive real-time Spell Checker with language adaptability | Oct 23, 2019 | Articles | CodeCode Available | 2 |
| Using Speech Synthesis to Train End-to-End Spoken Language Understanding Models | Oct 21, 2019 | Data AugmentationNatural Language Understanding | CodeCode Available | 2 |
| Root Mean Square Layer Normalization | Oct 16, 2019 | | CodeCode Available | 2 |
| DeepGCNs: Making GCNs Go as Deep as CNNs | Oct 15, 2019 | 3D Point Cloud Classification3D Semantic Segmentation | CodeCode Available | 2 |
| Bayesian Temporal Factorization for Multidimensional Time Series Prediction | Oct 14, 2019 | ImputationMissing Values | CodeCode Available | 2 |
| BoTorch: A Framework for Efficient Monte-Carlo Bayesian Optimization | Oct 14, 2019 | Bayesian OptimisationBayesian Optimization | CodeCode Available | 2 |
| Leveraging Rust types for modular specification and verification | Oct 10, 2019 | Formal Logic | CodeCode Available | 2 |
| NGBoost: Natural Gradient Boosting for Probabilistic Prediction | Oct 8, 2019 | Predictionregression | CodeCode Available | 2 |
| ECA-Net: Efficient Channel Attention for Deep Convolutional Neural Networks | Oct 8, 2019 | Dimensionality Reductionimage-classification | CodeCode Available | 2 |
| Generalized Inner Loop Meta-Learning | Oct 3, 2019 | Meta-Learningreinforcement-learning | CodeCode Available | 2 |
| RandAugment: Practical automated data augmentation with a reduced search space | Sep 30, 2019 | Data AugmentationDomain Generalization | CodeCode Available | 2 |
| A Pilot Study for Chinese SQL Semantic Parsing | Sep 29, 2019 | Cross-Lingual Word EmbeddingsQuestion Answering | CodeCode Available | 2 |
| OpenNRE: An Open and Extensible Toolkit for Neural Relation Extraction | Sep 28, 2019 | Information RetrievalQuestion Answering | CodeCode Available | 2 |
| Towards Real-Time Multi-Object Tracking | Sep 27, 2019 | Multi-Object TrackingMultiple Object Tracking | CodeCode Available | 2 |
| ALBERT: A Lite BERT for Self-supervised Learning of Language Representations | Sep 26, 2019 | Common Sense ReasoningGPU | CodeCode Available | 2 |