| Beyond Pinball Loss: Quantile Methods for Calibrated Uncertainty Quantification | Nov 18, 2020 | regressionUncertainty Quantification | CodeCode Available | 2 |
| Liquid Warping GAN with Attention: A Unified Framework for Human Image Synthesis | Nov 18, 2020 | Appearance TransferDenoising | CodeCode Available | 2 |
| Design Space for Graph Neural Networks | Nov 17, 2020 | Management | CodeCode Available | 2 |
| Stylized Neural Painting | Nov 16, 2020 | DisentanglementImage-to-Image Translation | CodeCode Available | 2 |
| Emergent Reciprocity and Team Formation from Randomized Uncertain Social Preferences | Nov 10, 2020 | Multi-agent Reinforcement Learning | CodeCode Available | 2 |
| Towards Unifying Feature Attribution and Counterfactual Explanations: Different Means to the Same End | Nov 10, 2020 | Causal Inferencecounterfactual | CodeCode Available | 2 |
| Unwrapping The Black Box of Deep ReLU Networks: Interpretability, Diagnostics, and Simplification | Nov 8, 2020 | | CodeCode Available | 2 |
| SeqGenSQL -- A Robust Sequence Generation Model for Structured Query Language | Nov 7, 2020 | Text GenerationText to SQL | CodeCode Available | 2 |
| Modular Primitives for High-Performance Differentiable Rendering | Nov 6, 2020 | AttributeInverse Rendering | CodeCode Available | 2 |
| Intriguing Properties of Contrastive Losses | Nov 5, 2020 | Contrastive LearningData Augmentation | CodeCode Available | 2 |
| Hypersim: A Photorealistic Synthetic Dataset for Holistic Indoor Scene Understanding | Nov 4, 2020 | Multi-Task LearningScene Understanding | CodeCode Available | 2 |
| Single channel voice separation for unknown number of speakers under reverberant and noisy settings | Nov 4, 2020 | ClassificationGeneral Classification | CodeCode Available | 2 |
| RecBole: Towards a Unified, Comprehensive and Efficient Framework for Recommendation Algorithms | Nov 3, 2020 | Collaborative FilteringGPU | CodeCode Available | 2 |
| Image Inpainting with Learnable Feature Imputation | Nov 2, 2020 | Image InpaintingImputation | CodeCode Available | 2 |
| End-to-end NLP Pipelines in Rust | Nov 1, 2020 | | CodeCode Available | 2 |
| Deep Learning for Text Style Transfer: A Survey | Nov 1, 2020 | ArticlesDeep Learning | CodeCode Available | 2 |
| MedMNIST Classification Decathlon: A Lightweight AutoML Benchmark for Medical Image Analysis | Oct 28, 2020 | AutoMLGeneral Classification | CodeCode Available | 2 |
| Automatically Identifying Words That Can Serve as Labels for Few-Shot Text Classification | Oct 26, 2020 | Few-Shot Text ClassificationGeneral Classification | CodeCode Available | 2 |
| Text Style Transfer: A Review and Experimental Evaluation | Oct 24, 2020 | Style TransferText Style Transfer | CodeCode Available | 2 |
| LightSeq: A High Performance Inference Library for Transformers | Oct 23, 2020 | GPUMachine Translation | CodeCode Available | 2 |
| An Image is Worth 16x16 Words: Transformers for Image Recognition at Scale | Oct 22, 2020 | image-classificationSemantic Segmentation | CodeCode Available | 2 |
| Castle in the Sky: Dynamic Sky Replacement and Harmonization in Videos | Oct 22, 2020 | Image MattingMotion Estimation | CodeCode Available | 2 |
| The Open Catalyst 2020 (OC20) Dataset and Community Challenges | Oct 20, 2020 | 3D Pose EstimationGraph Neural Network | CodeCode Available | 2 |
| BYOL works even without batch statistics | Oct 20, 2020 | Linear evaluationSelf-Supervised Learning | CodeCode Available | 2 |
| SoccerMap: A Deep Learning Architecture for Visually-Interpretable Analysis in Soccer | Oct 20, 2020 | Decision Making | CodeCode Available | 2 |
| SMARTS: Scalable Multi-Agent Reinforcement Learning Training School for Autonomous Driving | Oct 19, 2020 | Autonomous DrivingMulti-agent Reinforcement Learning | CodeCode Available | 2 |
| Connections between Relational Event Model and Inverse Reinforcement Learning for Characterizing Group Interaction Sequences | Oct 19, 2020 | BIG-bench Machine LearningReinforcement Learning (RL) | CodeCode Available | 2 |
| Conformal prediction interval for dynamic time-series | Oct 18, 2020 | Conformal PredictionEnsemble Learning | CodeCode Available | 2 |
| Fourier Neural Operator for Parametric Partial Differential Equations | Oct 18, 2020 | Super-Resolution | CodeCode Available | 2 |
| AdaBelief Optimizer: Adapting Stepsizes by the Belief in Observed Gradients | Oct 15, 2020 | image-classificationImage Classification | CodeCode Available | 2 |
| Pretrained Transformers for Text Ranking: BERT and Beyond | Oct 13, 2020 | Information RetrievalReranking | CodeCode Available | 2 |
| TSPNet: Hierarchical Feature Learning via Temporal Semantic Pyramid for Sign Language Translation | Oct 12, 2020 | Sign Language RecognitionSign Language Translation | CodeCode Available | 2 |
| HiFi-GAN: Generative Adversarial Networks for Efficient and High Fidelity Speech Synthesis | Oct 12, 2020 | CPUGPU | CodeCode Available | 2 |
| GiantMIDI-Piano: A large-scale MIDI dataset for classical piano music | Oct 11, 2020 | Information RetrievalMusic Information Retrieval | CodeCode Available | 2 |
| Partial FC: Training 10 Million Identities on a Single Machine | Oct 11, 2020 | Face IdentificationFace Recognition | CodeCode Available | 2 |
| A Tensor Compiler for Unified Machine Learning Prediction Serving | Oct 9, 2020 | BIG-bench Machine LearningCPU | CodeCode Available | 2 |
| All for One and One for All: Improving Music Separation by Bridging Networks | Oct 8, 2020 | AllMusic Source Separation | CodeCode Available | 2 |
| COSMIC: COmmonSense knowledge for eMotion Identification in Conversations | Oct 6, 2020 | Emotion RecognitionEmotion Recognition in Conversation | CodeCode Available | 2 |
| Efficient One-Pass End-to-End Entity Linking for Questions | Oct 6, 2020 | CPUEntity Linking | CodeCode Available | 2 |
| Denoising Diffusion Implicit Models | Oct 6, 2020 | DenoisingImage Generation | CodeCode Available | 2 |
| MolDesigner: Interactive Design of Efficacious Drugs with Deep Learning | Oct 5, 2020 | Deep Learning | CodeCode Available | 2 |
| Instead of Rewriting Foreign Code for Machine Learning, Automatically Synthesize Fast Gradients | Oct 4, 2020 | BIG-bench Machine Learning | CodeCode Available | 2 |
| Sharpness-Aware Minimization for Efficiently Improving Generalization | Oct 3, 2020 | Fine-Grained Image ClassificationImage Classification | CodeCode Available | 2 |
| Enhancing Fine-grained Sentiment Classification Exploiting Local Context Embedding | Oct 2, 2020 | Aspect-Based Sentiment Analysis (ABSA)Classification | CodeCode Available | 2 |
| A Feasibility-Driven Approach to Control-Limited DDP | Oct 1, 2020 | Model Predictive Control | CodeCode Available | 2 |
| Deep learning for time series classification | Oct 1, 2020 | Activity RecognitionClassification | CodeCode Available | 2 |
| PettingZoo: Gym for Multi-Agent Reinforcement Learning | Sep 30, 2020 | Multi-agent Reinforcement Learningreinforcement-learning | CodeCode Available | 2 |
| Rethinking Attention with Performers | Sep 30, 2020 | D4RLImage Generation | CodeCode Available | 2 |
| Utterance-level Dialogue Understanding: An Empirical Study | Sep 29, 2020 | Dialogue UnderstandingGoal-Oriented Dialogue Systems | CodeCode Available | 2 |
| What Disease does this Patient Have? A Large-scale Open Domain Question Answering Dataset from Medical Exams | Sep 28, 2020 | MedQAMultiple-choice | CodeCode Available | 2 |