| ALMA: Hierarchical Learning for Composite Multi-Agent Tasks | May 27, 2022 | Decision MakingInductive Bias | CodeCode Available | 1 |
| Iso-Dream: Isolating and Leveraging Noncontrollable Visual Dynamics in World Models | May 27, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| GisPy: A Tool for Measuring Gist Inference Score in Text | May 25, 2022 | Coherence EvaluationDecision Making | CodeCode Available | 1 |
| Neur2SP: Neural Two-Stage Stochastic Programming | May 20, 2022 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| Beyond Greedy Search: Tracking by Multi-Agent Reinforcement Learning-based Beam Search | May 19, 2022 | Decision MakingImage Captioning | CodeCode Available | 1 |
| Engineering flexible machine learning systems by traversing functionally-invariant paths | Apr 30, 2022 | Adversarial RobustnessContinual Learning | CodeCode Available | 1 |
| Adapting and Evaluating Influence-Estimation Methods for Gradient-Boosted Decision Trees | Apr 30, 2022 | Decision Making | CodeCode Available | 1 |
| Open challenges for Machine Learning based Early Decision-Making research | Apr 27, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| From point forecasts to multivariate probabilistic forecasts: The Schaake shuffle for day-ahead electricity price forecasting | Apr 21, 2022 | Decision MakingPrediction Intervals | CodeCode Available | 1 |
| 6GAN: IPv6 Multi-Pattern Target Generation via Generative Adversarial Nets with Reinforcement Learning | Apr 21, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Comparing Deep Reinforcement Learning Algorithms in Two-Echelon Supply Chains | Apr 20, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Spatial-Temporal Hypergraph Self-Supervised Learning for Crime Prediction | Apr 18, 2022 | Crime PredictionDecision Making | CodeCode Available | 1 |
| OccAM's Laser: Occlusion-based Attribution Maps for 3D Object Detectors on LiDAR Data | Apr 13, 2022 | 3D Object DetectionDecision Making | CodeCode Available | 1 |
| Leveraging Reaction-aware Substructures for Retrosynthesis Analysis | Apr 12, 2022 | Decision MakingMachine Translation | CodeCode Available | 1 |
| HFT: Lifting Perspective Representations via Hybrid Feature Transformation | Apr 11, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| PAnDR: Fast Adaptation to New Environments from Offline Experiences via Decoupling Policy and Environment Representations | Apr 6, 2022 | Contrastive LearningDecision Making | CodeCode Available | 1 |
| Multi-Agent Distributed Reinforcement Learning for Making Decentralized Offloading Decisions | Apr 5, 2022 | Decision MakingFairness | CodeCode Available | 1 |
| HOP: History-and-Order Aware Pre-training for Vision-and-Language Navigation | Mar 22, 2022 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| Teachable Reinforcement Learning via Advice Distillation | Mar 19, 2022 | Decision MakingImitation Learning | CodeCode Available | 1 |
| The Sandbox Environment for Generalizable Agent Research (SEGAR) | Mar 19, 2022 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
| Conditional-Flow NeRF: Accurate 3D Modelling with Reliable Uncertainty Quantification | Mar 18, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| SocialVAE: Human Trajectory Prediction using Timewise Latents | Mar 15, 2022 | Decision MakingPedestrian Trajectory Prediction | CodeCode Available | 1 |
| REX: Reasoning-aware and Grounded Explanation | Mar 11, 2022 | Decision MakingExplanation Generation | CodeCode Available | 1 |
| NLX-GPT: A Model for Natural Language Explanations in Vision and Vision-Language Tasks | Mar 9, 2022 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Curriculum-based Reinforcement Learning for Distribution System Critical Load Restoration | Mar 8, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Deep Reinforcement Learning for Entity Alignment | Mar 7, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| OpenGridGym: An Open-Source AI-Friendly Toolkit for Distribution Market Simulation | Mar 6, 2022 | Decision Making | CodeCode Available | 1 |
| Random Quantum Neural Networks (RQNN) for Noisy Image Recognition | Mar 3, 2022 | Decision Makingimage-classification | CodeCode Available | 1 |
| DIME: Fine-grained Interpretations of Multimodal Models via Disentangled Local Explanations | Mar 3, 2022 | Decision MakingDisentanglement | CodeCode Available | 1 |
| Robust Probabilistic Time Series Forecasting | Feb 24, 2022 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| UncertaINR: Uncertainty Quantification of End-to-End Implicit Neural Representations for Computed Tomography | Feb 22, 2022 | Computed Tomography (CT)Decision Making | CodeCode Available | 1 |
| Adaptive Conformal Predictions for Time Series | Feb 15, 2022 | Conformal PredictionDecision Making | CodeCode Available | 1 |
| Handcrafted Histological Transformer (H2T): Unsupervised Representation of Whole Slide Images | Feb 14, 2022 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Uncalibrated Models Can Improve Human-AI Collaboration | Feb 12, 2022 | Decision Making | CodeCode Available | 1 |
| Towards the automated large-scale reconstruction of past road networks from historical maps | Feb 10, 2022 | Decision Making | CodeCode Available | 1 |
| Machine Explanations and Human Understanding | Feb 8, 2022 | Decision MakingOpen-Ended Question Answering | CodeCode Available | 1 |
| TACTiS: Transformer-Attentional Copulas for Time Series | Feb 7, 2022 | Decision MakingDecoder | CodeCode Available | 1 |
| Targeted-BEHRT: Deep learning for observational causal inference on longitudinal electronic health records | Feb 7, 2022 | Causal InferenceDecision Making | CodeCode Available | 1 |
| Multi-Agent Trajectory Prediction With Heterogeneous Edge-Enhanced Graph Attention Network | Feb 1, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| Graph Convolution-Based Deep Reinforcement Learning for Multi-Agent Decision-Making in Mixed Traffic Environments | Jan 30, 2022 | Autonomous VehiclesDecision Making | CodeCode Available | 1 |
| Fast Interpretable Greedy-Tree Sums | Jan 28, 2022 | Additive modelsDecision Making | CodeCode Available | 1 |
| DocSegTr: An Instance-Level End-to-End Document Image Segmentation Transformer | Jan 27, 2022 | Decision MakingDocument Layout Analysis | CodeCode Available | 1 |
| The Paradox of Choice: Using Attention in Hierarchical Reinforcement Learning | Jan 24, 2022 | Decision MakingHierarchical Reinforcement Learning | CodeCode Available | 1 |
| A novel interpretable machine learning system to generate clinical risk scores: An application for predicting early mortality or unplanned readmission in a retrospective cohort study | Jan 10, 2022 | BIG-bench Machine LearningDecision Making | CodeCode Available | 1 |
| Attention-based Bidirectional LSTM for Deceptive Opinion Spam Classification | Dec 29, 2021 | ClassificationDecision Making | CodeCode Available | 1 |
| Lane Change Decision-Making through Deep Reinforcement Learning | Dec 24, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| Learning Hierarchical Attention for Weakly-supervised Chest X-Ray Abnormality Localization and Diagnosis | Dec 23, 2021 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Generating Synthetic Mixed-type Longitudinal Electronic Health Records for Artificial Intelligent Applications | Dec 22, 2021 | Decision MakingGenerative Adversarial Network | CodeCode Available | 1 |
| ContrXT: Generating Contrastive Explanations from any Text Classifier | Dec 11, 2021 | Decision MakingExplainable artificial intelligence | CodeCode Available | 1 |
| Decision-Focused Learning: Through the Lens of Learning to Rank | Dec 7, 2021 | Combinatorial OptimizationDecision Making | CodeCode Available | 1 |
