| Fairness Measures for Regression via Probabilistic Classification | Jan 16, 2020 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| Universal Differential Equations for Scientific Machine Learning | Jan 13, 2020 | BIG-bench Machine LearningGPU | CodeCode Available | 1 |
| From Learning to Meta-Learning: Reduced Training Overhead and Complexity for Communication Systems | Jan 5, 2020 | BIG-bench Machine LearningInductive Bias | CodeCode Available | 1 |
| Targeted sampling of enlarged neighborhood via Monte Carlo tree search for TSP | Jan 1, 2020 | BIG-bench Machine LearningCombinatorial Optimization | CodeCode Available | 1 |
| Fooling Detection Alone is Not Enough: Adversarial Attack against Multiple Object Tracking | Jan 1, 2020 | Adversarial AttackAutonomous Driving | CodeCode Available | 1 |
| Bayesian Tensor Network with Polynomial Complexity for Probabilistic Machine Learning | Dec 30, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| So2Sat LCZ42: A Benchmark Dataset for Global Local Climate Zones Classification | Dec 19, 2019 | BIG-bench Machine LearningCultural Vocal Bursts Intensity Prediction | CodeCode Available | 1 |
| Lift & Learn: Physics-informed machine learning for large-scale nonlinear dynamical systems | Dec 17, 2019 | BIG-bench Machine LearningPhysics-informed machine learning | CodeCode Available | 1 |
| Pseudo Random Number Generation: a Reinforcement Learning approach | Dec 15, 2019 | BIG-bench Machine Learningreinforcement-learning | CodeCode Available | 1 |
| Automatically Optimized Gradient Boosting Trees for Classifying Large Volume High Cardinality Data Streams Under Concept Drift | Nov 30, 2019 | AutoMLBIG-bench Machine Learning | CodeCode Available | 1 |
| Benchmarking machine learning models on multi-centre eICU critical care dataset | Oct 2, 2019 | BenchmarkingBIG-bench Machine Learning | CodeCode Available | 1 |
| Predicting materials properties without crystal structure: Deep representation learning from stoichiometry | Oct 1, 2019 | BIG-bench Machine LearningMaterials Screening | CodeCode Available | 1 |
| Hidden Stratification Causes Clinically Meaningful Failures in Machine Learning for Medical Imaging | Sep 27, 2019 | BIG-bench Machine LearningMedical Image Analysis | CodeCode Available | 1 |
| Density Encoding Enables Resource-Efficient Randomly Connected Neural Networks | Sep 19, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| FAT Forensics: A Python Toolbox for Algorithmic Fairness, Accountability and Transparency | Sep 11, 2019 | BIG-bench Machine LearningFairness | CodeCode Available | 1 |
| Graph Convolutional Networks for Road Networks | Aug 30, 2019 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Model Agnostic Defence against Backdoor Attacks in Machine Learning | Aug 6, 2019 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Machine Learning at the Network Edge: A Survey | Jul 31, 2019 | BIG-bench Machine LearningEdge-computing | CodeCode Available | 1 |
| PointHop: An Explainable Machine Learning Method for Point Cloud Classification | Jul 30, 2019 | AttributeBIG-bench Machine Learning | CodeCode Available | 1 |
| Are We Really Making Much Progress? A Worrying Analysis of Recent Neural Recommendation Approaches | Jul 16, 2019 | BIG-bench Machine LearningRecommendation Systems | CodeCode Available | 1 |
| Making AI Forget You: Data Deletion in Machine Learning | Jul 11, 2019 | BIG-bench Machine LearningClustering | CodeCode Available | 1 |
| Financial Time Series Data Processing for Machine Learning | Jul 3, 2019 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Learning to Predict Robot Keypoints Using Artificially Generated Images | Jul 3, 2019 | BIG-bench Machine LearningKeypoint Estimation | CodeCode Available | 1 |
| Canonicalizing Knowledge Base Literals | Jun 26, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Evaluating Protein Transfer Learning with TAPE | Jun 19, 2019 | BIG-bench Machine LearningRepresentation Learning | CodeCode Available | 1 |
| Proposed Guidelines for the Responsible Use of Explainable Machine Learning | Jun 8, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| Gradio: Hassle-Free Sharing and Testing of ML Models in the Wild | Jun 6, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| GIBBONFINDR: An R package for the detection and classification of acoustic signals | Jun 6, 2019 | Acoustic ModellingBIG-bench Machine Learning | CodeCode Available | 1 |
| Coresets for Data-efficient Training of Machine Learning Models | Jun 5, 2019 | BIG-bench Machine LearningOpen-Ended Question Answering | CodeCode Available | 1 |
| Risks from Learned Optimization in Advanced Machine Learning Systems | Jun 5, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Meta Dropout: Learning to Perturb Features for Generalization | May 30, 2019 | BIG-bench Machine LearningMeta-Learning | CodeCode Available | 1 |
| Fooling Detection Alone is Not Enough: First Adversarial Attack against Multiple Object Tracking | May 27, 2019 | Adversarial AttackAutonomous Driving | CodeCode Available | 1 |
| Adversarial Examples Are Not Bugs, They Are Features | May 6, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Convolutional neural networks: a magic bullet for gravitational-wave detection? | Apr 18, 2019 | AstronomyBIG-bench Machine Learning | CodeCode Available | 1 |
| Text Classification Algorithms: A Survey | Apr 17, 2019 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| CryptoNN: Training Neural Networks over Encrypted Data | Apr 15, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| Quantifying Model Complexity via Functional Decomposition for Better Post-Hoc Interpretability | Apr 8, 2019 | BIG-bench Machine LearningInterpretable Machine Learning | CodeCode Available | 1 |
| Data Shapley: Equitable Valuation of Data for Machine Learning | Apr 5, 2019 | BIG-bench Machine LearningData Valuation | CodeCode Available | 1 |
| Informed Machine Learning -- A Taxonomy and Survey of Integrating Knowledge into Learning Systems | Mar 29, 2019 | BIG-bench Machine LearningGeneral Classification | CodeCode Available | 1 |
| Augmented Ultrasonic Data for Machine Learning | Mar 26, 2019 | BIG-bench Machine LearningData Augmentation | CodeCode Available | 1 |
| Learning Fast Algorithms for Linear Transforms Using Butterfly Factorizations | Mar 14, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| Fall of Empires: Breaking Byzantine-tolerant SGD by Inner Product Manipulation | Mar 10, 2019 | BIG-bench Machine Learning | CodeCode Available | 1 |
| GNNExplainer: Generating Explanations for Graph Neural Networks | Mar 10, 2019 | BIG-bench Machine LearningExplainable artificial intelligence | CodeCode Available | 1 |
| Evaluating Differentially Private Machine Learning in Practice | Feb 24, 2019 | BIG-bench Machine LearningPrivacy Preserving | CodeCode Available | 1 |
| ParticleNet: Jet Tagging via Particle Clouds | Feb 22, 2019 | BIG-bench Machine LearningJet Tagging | CodeCode Available | 1 |
| Towards Federated Learning at Scale: System Design | Feb 4, 2019 | BIG-bench Machine LearningFederated Learning | CodeCode Available | 1 |
| ProteinNet: a standardized data set for machine learning of protein structure | Feb 1, 2019 | BIG-bench Machine LearningProtein Secondary Structure Prediction | CodeCode Available | 1 |
| Interpretable machine learning: definitions, methods, and applications | Jan 14, 2019 | BIG-bench Machine LearningFeature Importance | CodeCode Available | 1 |
| A Machine Learning Benchmark for Facies Classification | Jan 12, 2019 | BIG-bench Machine LearningClassification | CodeCode Available | 1 |
| A Comprehensive Survey on Graph Neural Networks | Jan 3, 2019 | BIG-bench Machine Learningimage-classification | CodeCode Available | 1 |
