| When Demonstrations Meet Generative World Models: A Maximum Likelihood Framework for Offline Inverse Reinforcement Learning | Feb 15, 2023 | Autonomous Drivingcontinuous-control | CodeCode Available | 1 |
| ChatCAD: Interactive Computer-Aided Diagnosis on Medical Image using Large Language Models | Feb 14, 2023 | Decision MakingLesion Segmentation | CodeCode Available | 1 |
| Human-Centric Multimodal Machine Learning: Recent Advances and Testbed on AI-based Recruitment | Feb 13, 2023 | Decision MakingFairness | CodeCode Available | 1 |
| Improving Recommendation Fairness via Data Augmentation | Feb 13, 2023 | Collaborative FilteringData Augmentation | CodeCode Available | 1 |
| Distributional GFlowNets with Quantile Flows | Feb 11, 2023 | Decision Making | CodeCode Available | 1 |
| The Wisdom of Hindsight Makes Language Models Better Instruction Followers | Feb 10, 2023 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| A SWAT-based Reinforcement Learning Framework for Crop Management | Feb 10, 2023 | BenchmarkingDecision Making | CodeCode Available | 1 |
| A Graph-Based Modeling Framework for Tracing Hydrological Pollutant Transport in Surface Waters | Feb 10, 2023 | Decision Making | CodeCode Available | 1 |
| A Benchmark on Uncertainty Quantification for Deep Learning Prognostics | Feb 9, 2023 | Active LearningDecision Making | CodeCode Available | 1 |
| Variational Information Pursuit for Interpretable Predictions | Feb 6, 2023 | Decision MakingMedical Diagnosis | CodeCode Available | 1 |
| NeuRI: Diversifying DNN Generation via Inductive Rule Inference | Feb 4, 2023 | Decision MakingProgram Synthesis | CodeCode Available | 1 |
| LaMPP: Language Models as Probabilistic Priors for Perception and Action | Feb 3, 2023 | Activity RecognitionDecision Making | CodeCode Available | 1 |
| Optimal Transport Perturbations for Safe Reinforcement Learning with Robustness Guarantees | Jan 31, 2023 | continuous-controlContinuous Control | CodeCode Available | 1 |
| DiffSTG: Probabilistic Spatio-Temporal Graph Forecasting with Denoising Diffusion Models | Jan 31, 2023 | Decision MakingDenoising | CodeCode Available | 1 |
| Hierarchical learning, forecasting coherent spatio-temporal individual and aggregated building loads | Jan 30, 2023 | Decision Making | CodeCode Available | 1 |
| Do Embodied Agents Dream of Pixelated Sheep: Embodied Decision Making using Language Guided World Modelling | Jan 28, 2023 | Decision MakingMinecraft | CodeCode Available | 1 |
| Hematoxylin and eosin stained oral squamous cell carcinoma histological images dataset | Jan 13, 2023 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Policy Pre-training for Autonomous Driving via Self-supervised Geometric Modeling | Jan 3, 2023 | Autonomous DrivingDecision Making | CodeCode Available | 1 |
| PIP-Net: Patch-Based Intuitive Prototypes for Interpretable Image Classification | Jan 1, 2023 | Decision Makingimage-classification | CodeCode Available | 1 |
| Goal-Guided Transformer-Enabled Reinforcement Learning for Efficient Autonomous Navigation | Jan 1, 2023 | Autonomous NavigationDecision Making | CodeCode Available | 1 |
| Transformer in Transformer as Backbone for Deep Reinforcement Learning | Dec 30, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Risk-Sensitive Policy with Distributional Reinforcement Learning | Dec 30, 2022 | Decision MakingDistributional Reinforcement Learning | CodeCode Available | 1 |
| On Realization of Intelligent Decision-Making in the Real World: A Foundation Decision Model Perspective | Dec 24, 2022 | Decision MakingImage Captioning | CodeCode Available | 1 |
| Cognitive Accident Prediction in Driving Scenes: A Multimodality Benchmark | Dec 19, 2022 | Decision MakingPrediction | CodeCode Available | 1 |
| ReCo: Reliable Causal Chain Reasoning via Structural Causal Recurrent Neural Networks | Dec 16, 2022 | Decision Making | CodeCode Available | 1 |
| Bridging POMDPs and Bayesian decision making for robust maintenance planning under model uncertainty: An application to railway systems | Dec 15, 2022 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
| Hybrid Multi-agent Deep Reinforcement Learning for Autonomous Mobility on Demand Systems | Dec 14, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Optimal Planning of Hybrid Energy Storage Systems using Curtailed Renewable Energy through Deep Reinforcement Learning | Dec 12, 2022 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| Reinforcement Learning and Tree Search Methods for the Unit Commitment Problem | Dec 12, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| Super-resolution Probabilistic Rain Prediction from Satellite Data Using 3D U-Nets and EarthFormers | Dec 6, 2022 | Decision MakingPrediction | CodeCode Available | 1 |
| RLogist: Fast Observation Strategy on Whole-slide Images with Deep Reinforcement Learning | Dec 4, 2022 | BenchmarkingDecision Making | CodeCode Available | 1 |
| One Risk to Rule Them All: A Risk-Sensitive Perspective on Model-Based Offline Reinforcement Learning | Nov 30, 2022 | AllDecision Making | CodeCode Available | 1 |
| Semi-Supervised Specific Emitter Identification Method Using Metric-Adversarial Training | Nov 28, 2022 | Decision MakingMetric Learning | CodeCode Available | 1 |
| How Crucial is Transformer in Decision Transformer? | Nov 26, 2022 | continuous-controlContinuous Control | CodeCode Available | 1 |
| Masked Autoencoding for Scalable and Generalizable Decision Making | Nov 23, 2022 | Decision MakingOffline RL | CodeCode Available | 1 |
| UniMASK: Unified Inference in Sequential Decision Problems | Nov 20, 2022 | Decision MakingSequential Decision Making | CodeCode Available | 1 |
| Do graph neural networks learn traditional jet substructure? | Nov 17, 2022 | Decision MakingJet Tagging | CodeCode Available | 1 |
| Towards Data-Driven Offline Simulations for Online Reinforcement Learning | Nov 14, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 1 |
| TAPAS: a Toolbox for Adversarial Privacy Auditing of Synthetic Data | Nov 12, 2022 | Decision Making | CodeCode Available | 1 |
| SOTIF Entropy: Online SOTIF Risk Quantification and Mitigation for Autonomous Driving | Nov 8, 2022 | Autonomous DrivingAutonomous Vehicles | CodeCode Available | 1 |
| Fair and Optimal Classification via Post-Processing | Nov 3, 2022 | AttributeClassification | CodeCode Available | 1 |
| CAMANet: Class Activation Map Guided Attention Network for Radiology Report Generation | Nov 2, 2022 | cross-modal alignmentDecision Making | CodeCode Available | 1 |
| Towards Versatile Embodied Navigation | Oct 30, 2022 | Decision MakingVision-Language Navigation | CodeCode Available | 1 |
| Beyond calibration: estimating the grouping loss of modern neural networks | Oct 28, 2022 | Decision Makingscoring rule | CodeCode Available | 1 |
| Clinically-Inspired Multi-Agent Transformers for Disease Trajectory Forecasting from Multimodal Data | Oct 25, 2022 | Decision MakingDisease Trajectory Forecasting | CodeCode Available | 1 |
| fMRI from EEG is only Deep Learning away: the use of interpretable DL to unravel EEG-fMRI relationships | Oct 23, 2022 | Decision MakingEEG | CodeCode Available | 1 |
| Bayesian Optimization with Conformal Prediction Sets | Oct 22, 2022 | Active LearningBayesian Optimization | CodeCode Available | 1 |
| Pareto Set Learning for Expensive Multi-Objective Optimization | Oct 16, 2022 | Bayesian OptimizationDecision Making | CodeCode Available | 1 |
| WILD-SCAV: Benchmarking FPS Gaming AI on Unity3D-based Environments | Oct 14, 2022 | Atari GamesBenchmarking | CodeCode Available | 1 |
| Phantom -- A RL-driven multi-agent framework to model complex systems | Oct 12, 2022 | Decision MakingMulti-agent Reinforcement Learning | CodeCode Available | 1 |
