| A Preliminary Study of Neural Network-based Approximation for HPC Applications | Dec 18, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Applied Federated Learning: Improving Google Keyboard Query Suggestions | Dec 7, 2018 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| An Introduction to Deep Reinforcement Learning | Nov 30, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| fastMRI: An Open Dataset and Benchmarks for Accelerated MRI | Nov 21, 2018 | BIG-bench Machine LearningImage Reconstruction | CodeCode Available | 1 |
| Fast and interpretable classification of small X-ray diffraction datasets using data augmentation and deep neural networks | Nov 20, 2018 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 1 |
| Aequitas: A Bias and Fairness Audit Toolkit | Nov 14, 2018 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Fashionable Modelling with Flux | Nov 1, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Explaining Machine Learning Models using Entropic Variable Projection | Oct 18, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| A System for Massively Parallel Hyperparameter Tuning | Oct 13, 2018 | BIG-bench Machine LearningDistributed Computing | CodeCode Available | 1 |
| Energy Flow Networks: Deep Sets for Particle Jets | Oct 11, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Understanding the Origins of Bias in Word Embeddings | Oct 8, 2018 | BIG-bench Machine LearningTranslation | CodeCode Available | 1 |
| On the Art and Science of Machine Learning Explanations | Oct 5, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Model Cards for Model Reporting | Oct 5, 2018 | BIG-bench Machine Learningmodel | CodeCode Available | 1 |
| Characterizing classification datasets: a study of meta-features for meta-learning | Aug 30, 2018 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| OBOE: Collaborative Filtering for AutoML Model Selection | Aug 9, 2018 | Active LearningAutoML | CodeCode Available | 1 |
| Subsampled Rényi Differential Privacy and Analytical Moments Accountant | Jul 31, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Confidence Intervals for Testing Disparate Impact in Fair Learning | Jul 17, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Machine Learning with Membership Privacy using Adversarial Regularization | Jul 16, 2018 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| LeFlow: Enabling Flexible FPGA High-Level Synthesis of Tensorflow Deep Neural Networks | Jul 14, 2018 | BIG-bench Machine LearningHigh-Level Synthesis | CodeCode Available | 1 |
| ML-Leaks: Model and Data Independent Membership Inference Attacks and Defenses on Machine Learning Models | Jun 4, 2018 | BIG-bench Machine LearningInference Attack | CodeCode Available | 1 |
| Snips Voice Platform: an embedded Spoken Language Understanding system for private-by-design voice interfaces | May 25, 2018 | Automatic Speech RecognitionAutomatic Speech Recognition (ASR) | CodeCode Available | 1 |
| Meta-learning with differentiable closed-form solvers | May 21, 2018 | BIG-bench Machine LearningFew-Shot Learning | CodeCode Available | 1 |
| CLAUDETTE: an Automated Detector of Potentially Unfair Clauses in Online Terms of Service | May 3, 2018 | BIG-bench Machine LearningUnfairness Detection | CodeCode Available | 1 |
| Mapping Images to Psychological Similarity Spaces Using Neural Networks | Apr 20, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| The HAM10000 dataset, a large collection of multi-source dermatoscopic images of common pigmented skin lesions | Mar 28, 2018 | BIG-bench Machine LearningDiagnostic | CodeCode Available | 1 |
| Datasheets for Datasets | Mar 23, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| DeepDRR -- A Catalyst for Machine Learning in Fluoroscopy-guided Procedures | Mar 22, 2018 | Anatomical Landmark DetectionBIG-bench Machine Learning | CodeCode Available | 1 |
| Delayed Impact of Fair Machine Learning | Mar 12, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Noise2Noise: Learning Image Restoration without Clean Data | Mar 12, 2018 | BIG-bench Machine LearningDenoising | CodeCode Available | 1 |
| Stochastic Hyperparameter Optimization through Hypernetworks | Feb 26, 2018 | BIG-bench Machine LearningHyperparameter Optimization | CodeCode Available | 1 |
| VR-SGD: A Simple Stochastic Variance Reduction Method for Machine Learning | Feb 26, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| A comparative study of fairness-enhancing interventions in machine learning | Feb 13, 2018 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Consistent Individualized Feature Attribution for Tree Ensembles | Feb 12, 2018 | BIG-bench Machine Learning | CodeCode Available | 1 |
| UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction | Feb 9, 2018 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| An MPI-Based Python Framework for Distributed Training with Keras | Dec 16, 2017 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Snorkel: Rapid Training Data Creation with Weak Supervision | Nov 28, 2017 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Review highlights: opinion mining on reviews: a hybrid model for rule selection in aspect extraction | Oct 18, 2017 | Aspect-Based Sentiment AnalysisAspect-Based Sentiment Analysis (ABSA) | CodeCode Available | 1 |
| Provably Fair Representations | Oct 12, 2017 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Semantic Preserving Embeddings for Generalized Graphs | Sep 7, 2017 | BIG-bench Machine LearningEntity Retrieval | CodeCode Available | 1 |
| Fashion-MNIST: a Novel Image Dataset for Benchmarking Machine Learning Algorithms | Aug 25, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| BadNets: Identifying Vulnerabilities in the Machine Learning Model Supply Chain | Aug 22, 2017 | BIG-bench Machine Learning | CodeCode Available | 1 |
| A Machine Learning Approach to Forecasting Remotely Sensed Vegetation Health | May 26, 2017 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Distributed Statistical Machine Learning in Adversarial Settings: Byzantine Gradient Descent | May 16, 2017 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| A Broad-Coverage Challenge Corpus for Sentence Understanding through Inference | Apr 18, 2017 | BIG-bench Machine LearningDomain Adaptation | CodeCode Available | 1 |
| Multitask learning and benchmarking with clinical time series data | Mar 22, 2017 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| MoleculeNet: A Benchmark for Molecular Machine Learning | Mar 2, 2017 | BIG-bench Machine Learningimbalanced classification | CodeCode Available | 1 |
| The Unreasonable Effectiveness of Structured Random Orthogonal Embeddings | Mar 2, 2017 | BIG-bench Machine LearningDimensionality Reduction | CodeCode Available | 1 |
| Learning Features of Music from Scratch | Nov 29, 2016 | BIG-bench Machine LearningMulti-Label Classification | CodeCode Available | 1 |
| SOL: A Library for Scalable Online Learning Algorithms | Oct 28, 2016 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Driving in the Matrix: Can Virtual Worlds Replace Human-Generated Annotations for Real World Tasks? | Oct 6, 2016 | BIG-bench Machine LearningSelf-Driving Cars | CodeCode Available | 1 |
