| Equinox: neural networks in JAX via callable PyTrees and filtered transformations | Oct 30, 2021 | | CodeCode Available | 2 |
| Mastering Atari Games with Limited Data | Oct 30, 2021 | Atari GamesAtari Games 100k | CodeCode Available | 2 |
| TorchAudio: Building Blocks for Audio and Speech Processing | Oct 28, 2021 | BIG-bench Machine LearningGPU | CodeCode Available | 2 |
| MedMNIST v2 -- A large-scale lightweight benchmark for 2D and 3D biomedical image classification | Oct 27, 2021 | AutoMLimage-classification | CodeCode Available | 2 |
| QuantumNAT: Quantum Noise-Aware Training with Noise Injection, Quantization and Normalization | Oct 21, 2021 | DenoisingQuantization | CodeCode Available | 2 |
| Evaluating the Evaluation Metrics for Style Transfer: A Case Study in Multilingual Formality Transfer | Oct 20, 2021 | Formality Style TransferStyle Transfer | CodeCode Available | 2 |
| SSAST: Self-Supervised Audio Spectrogram Transformer | Oct 19, 2021 | Audio ClassificationClassification | CodeCode Available | 2 |
| FlexMatch: Boosting Semi-Supervised Learning with Curriculum Pseudo Labeling | Oct 15, 2021 | Semi-Supervised Image Classification | CodeCode Available | 2 |
| Multitask Prompted Training Enables Zero-Shot Task Generalization | Oct 15, 2021 | BenchmarkingDecoder | CodeCode Available | 2 |
| P-Tuning v2: Prompt Tuning Can Be Comparable to Fine-tuning Universally Across Scales and Tasks | Oct 14, 2021 | Language ModelingLanguage Modelling | CodeCode Available | 2 |
| Order Constraints in Optimal Transport | Oct 14, 2021 | Natural Language Inference | CodeCode Available | 2 |
| ADOP: Approximate Differentiable One-Pixel Point Rendering | Oct 13, 2021 | Inverse RenderingNeural Rendering | CodeCode Available | 2 |
| LightSeq2: Accelerated Training for Transformer-based Models on GPUs | Oct 12, 2021 | DecoderGPU | CodeCode Available | 2 |
| DeepFilterNet: A Low Complexity Speech Enhancement Framework for Full-Band Audio based on Deep Filtering | Oct 11, 2021 | Speech Enhancement | CodeCode Available | 2 |
| Momentum Centering and Asynchronous Update for Adaptive Gradient Methods | Oct 11, 2021 | image-classificationImage Classification | CodeCode Available | 2 |
| Deep Long-Tailed Learning: A Survey | Oct 9, 2021 | Survey | CodeCode Available | 2 |
| Anomaly Transformer: Time Series Anomaly Detection with Association Discrepancy | Oct 6, 2021 | Anomaly DetectionTime Series | CodeCode Available | 2 |
| Tribuo: Machine Learning with Provenance in Java | Oct 6, 2021 | Anomaly DetectionBIG-bench Machine Learning | CodeCode Available | 2 |
| MobileViT: Light-weight, General-purpose, and Mobile-friendly Vision Transformer | Oct 5, 2021 | Image Classificationobject-detection | CodeCode Available | 2 |
| PubTables-1M: Towards comprehensive table extraction from unstructured documents | Sep 30, 2021 | Articlesobject-detection | CodeCode Available | 2 |
| Scale-invariant Learning by Physics Inversion | Sep 30, 2021 | BIG-bench Machine Learningparameter estimation | CodeCode Available | 2 |
| PortaSpeech: Portable and High-Quality Generative Text-to-Speech | Sep 30, 2021 | text-to-speechText to Speech | CodeCode Available | 2 |
| Learning Efficient Online 3D Bin Packing on Packing Configuration Trees | Sep 29, 2021 | 3D Bin PackingDeep Reinforcement Learning | CodeCode Available | 2 |
| Policy improvement by planning with Gumbel | Sep 29, 2021 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 2 |
| Training Spiking Neural Networks Using Lessons From Deep Learning | Sep 27, 2021 | Deep Learning | CodeCode Available | 2 |
| TSM: Temporal Shift Module for Efficient and Scalable Video Understanding on Edge Device | Sep 27, 2021 | Video RecognitionVideo Understanding | CodeCode Available | 2 |
| MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning | Sep 26, 2021 | BenchmarkingDecision Making | CodeCode Available | 2 |
| Learning to Walk in Minutes Using Massively Parallel Deep Reinforcement Learning | Sep 24, 2021 | Deep Reinforcement LearningGPU | CodeCode Available | 2 |
| Live Speech Portraits: Real-Time Photorealistic Talking-Head Animation | Sep 22, 2021 | Image-to-Image TranslationTalking Face Generation | CodeCode Available | 2 |
| Uncertainty Toolbox: an Open-Source Library for Assessing, Visualizing, and Improving Uncertainty Quantification | Sep 21, 2021 | BIG-bench Machine LearningUncertainty Quantification | CodeCode Available | 2 |
| SMAC3: A Versatile Bayesian Optimization Package for Hyperparameter Optimization | Sep 20, 2021 | AutoMLBayesian Optimization | CodeCode Available | 2 |
| UNetFormer: A UNet-like Transformer for Efficient Semantic Segmentation of Remote Sensing Urban Scene Imagery | Sep 18, 2021 | Change DetectionDecoder | CodeCode Available | 2 |
| Modern Evolution Strategies for Creativity: Fitting Concrete Images and Abstract Concepts | Sep 18, 2021 | Evolutionary Algorithms | CodeCode Available | 2 |
| Efficient Differentiable Simulation of Articulated Bodies | Sep 16, 2021 | | CodeCode Available | 2 |
| RAFT-Stereo: Multilevel Recurrent Field Transforms for Stereo Matching | Sep 15, 2021 | Optical Flow EstimationStereo Depth Estimation | CodeCode Available | 2 |
| Overlap-aware low-latency online speaker diarization based on end-to-end local segmentation | Sep 14, 2021 | ClusteringSegmentation | CodeCode Available | 2 |
| Physics-based Deep Learning | Sep 11, 2021 | Deep LearningPhysical Simulations | CodeCode Available | 2 |
| Learning To Describe Player Form in The MLB | Sep 11, 2021 | Contrastive LearningForm | CodeCode Available | 2 |
| R3LIVE: A Robust, Real-time, RGB-colored, LiDAR-Inertial-Visual tightly-coupled state Estimation and mapping package | Sep 10, 2021 | Sensor FusionState Estimation | CodeCode Available | 2 |
| LibFewShot: A Comprehensive Library for Few-shot Learning | Sep 10, 2021 | Data AugmentationFew-Shot Image Classification | CodeCode Available | 2 |
| What Changes Can Large-scale Language Models Bring? Intensive Study on HyperCLOVA: Billions-scale Korean Generative Pretrained Transformers | Sep 10, 2021 | Few-Shot LearningIn-Context Learning | CodeCode Available | 2 |
| Panoptic nuScenes: A Large-Scale Benchmark for LiDAR Panoptic Segmentation and Tracking | Sep 8, 2021 | BenchmarkingDiversity | CodeCode Available | 2 |
| The Sensory Neuron as a Transformer: Permutation-Invariant Neural Networks for Reinforcement Learning | Sep 7, 2021 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 2 |
| PP-OCRv2: Bag of Tricks for Ultra Lightweight OCR System | Sep 7, 2021 | Optical Character RecognitionOptical Character Recognition (OCR) | CodeCode Available | 2 |
| LightAutoML: AutoML Solution for a Large Financial Services Ecosystem | Sep 3, 2021 | AutoML | CodeCode Available | 2 |
| A Comparative Study of Algorithms for Intelligent Traffic Signal Control | Sep 2, 2021 | reinforcement-learningReinforcement Learning (RL) | CodeCode Available | 2 |
| CrypTen: Secure Multi-Party Computation Meets Machine Learning | Sep 2, 2021 | BIG-bench Machine LearningGPU | CodeCode Available | 2 |
| Learning to Prompt for Vision-Language Models | Sep 2, 2021 | Domain GeneralizationFew-shot Age Estimation | CodeCode Available | 2 |
| Common Objects in 3D: Large-Scale Learning and Evaluation of Real-life 3D Category Reconstruction | Sep 1, 2021 | 3D ReconstructionNeural Rendering | CodeCode Available | 2 |
| Learning Practically Feasible Policies for Online 3D Bin Packing | Aug 31, 2021 | 3D Bin PackingCollision Avoidance | CodeCode Available | 2 |