| DDPM-CD: Denoising Diffusion Probabilistic Models as Feature Extractors for Change Detection | Jun 23, 2022 | Change DetectionDecision Making | CodeCode Available | 2 |
| Astock: A New Dataset and Automated Stock Trading based on Stock-specific News Analyzing Model | Jun 14, 2022 | Decision MakingNews Classification | CodeCode Available | 2 |
| Neuro-Nav: A Library for Neurally-Plausible Reinforcement Learning | Jun 6, 2022 | Decision Makingreinforcement-learning | CodeCode Available | 2 |
| OmniXAI: A Library for Explainable AI | Jun 1, 2022 | counterfactualCounterfactual Explanation | CodeCode Available | 2 |
| Multi-Agent Reinforcement Learning is a Sequence Modeling Problem | May 30, 2022 | Decision MakingMuJoCo | CodeCode Available | 2 |
| A Review of Safe Reinforcement Learning: Methods, Theory and Applications | May 20, 2022 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Towards Explanation for Unsupervised Graph-Level Representation Learning | May 20, 2022 | Decision MakingGraph Classification | CodeCode Available | 2 |
| Short-Term Density Forecasting of Low-Voltage Load using Bernstein-Polynomial Normalizing Flows | Apr 29, 2022 | Decision MakingLoad Forecasting | CodeCode Available | 2 |
| Do As I Can, Not As I Say: Grounding Language in Robotic Affordances | Apr 4, 2022 | Decision MakingLanguage Modeling | CodeCode Available | 2 |
| OMLT: Optimization & Machine Learning Toolkit | Feb 4, 2022 | Bayesian OptimisationBIG-bench Machine Learning | CodeCode Available | 2 |
| Pre-Trained Language Models for Interactive Decision-Making | Feb 3, 2022 | Decision MakingImitation Learning | CodeCode Available | 2 |
| NeuralProphet: Explainable Forecasting at Scale | Nov 29, 2021 | Decision MakingPhilosophy | CodeCode Available | 2 |
| MetaDrive: Composing Diverse Driving Scenarios for Generalizable Reinforcement Learning | Sep 26, 2021 | BenchmarkingDecision Making | CodeCode Available | 2 |
| Polis: Scaling Deliberation by Mapping High Dimensional Opinion Spaces | Jul 22, 2021 | Data VisualizationDecision Making | CodeCode Available | 2 |
| Transformer Meets Convolution: A Bilateral Awareness Network for Semantic Segmentation of Very Fine Resolution Urban Scene Images | Jun 23, 2021 | Autonomous DrivingDecision Making | CodeCode Available | 2 |
| Distribution-Free, Risk-Controlling Prediction Sets | Jan 7, 2021 | BIG-bench Machine LearningClassification | CodeCode Available | 2 |
| Revocable Deep Reinforcement Learning with Affinity Regularization for Outlier-Robust Graph Matching | Dec 16, 2020 | Combinatorial OptimizationDecision Making | CodeCode Available | 2 |
| SoccerMap: A Deep Learning Architecture for Visually-Interpretable Analysis in Soccer | Oct 20, 2020 | Decision Making | CodeCode Available | 2 |
| Aligning Superhuman AI with Human Behavior: Chess as a Model System | Jun 2, 2020 | Decision Making | CodeCode Available | 2 |
| Multivariate Probabilistic Time Series Forecasting via Conditioned Normalizing Flows | Feb 14, 2020 | Decision MakingMultivariate Time Series Forecasting | CodeCode Available | 2 |
| Machine Learning in Asset Management—Part 1: Portfolio Construction—Trading Strategies | Feb 10, 2020 | Algorithmic TradingAsset Management | CodeCode Available | 2 |
| Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers | Dec 6, 2019 | BIG-bench Machine Learningcounterfactual | CodeCode Available | 2 |
| Counterfactual Explanations without Opening the Black Box: Automated Decisions and the GDPR | Nov 1, 2017 | counterfactualDecision Making | CodeCode Available | 2 |
| Large Language Models are Near-Optimal Decision-Makers with a Non-Human Learning Behavior | Jun 19, 2025 | Decision Making | CodeCode Available | 1 |
| Diffusion-Based Electrocardiography Noise Quantification via Anomaly Detection | Jun 13, 2025 | Anomaly DetectionDecision Making | CodeCode Available | 1 |
| Re4MPC: Reactive Nonlinear MPC for Multi-model Motion Planning via Deep Reinforcement Learning | Jun 10, 2025 | Decision MakingDeep Reinforcement Learning | CodeCode Available | 1 |
| OWMM-Agent: Open World Mobile Manipulation With Multi-modal Agentic Data Synthesis | Jun 4, 2025 | Action GenerationDecision Making | CodeCode Available | 1 |
| Causal-aware Large Language Models: Enhancing Decision-Making Through Learning, Adapting and Acting | May 30, 2025 | Decision Making | CodeCode Available | 1 |
| K^2VAE: A Koopman-Kalman Enhanced Variational AutoEncoder for Probabilistic Time Series Forecasting | May 29, 2025 | Decision MakingProbabilistic Time Series Forecasting | CodeCode Available | 1 |
| FM-Planner: Foundation Model Guided Path Planning for Autonomous Drone Navigation | May 27, 2025 | BenchmarkingDecision Making | CodeCode Available | 1 |
| Structured Reinforcement Learning for Combinatorial Decision-Making | May 25, 2025 | Combinatorial OptimizationDecision Making | CodeCode Available | 1 |
| DisastIR: A Comprehensive Information Retrieval Benchmark for Disaster Management | May 20, 2025 | Decision MakingInformation Retrieval | CodeCode Available | 1 |
| Sample Efficient Reinforcement Learning via Large Vision Language Model Distillation | May 16, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| From Questions to Clinical Recommendations: Large Language Models Driving Evidence-Based Clinical Decision Making | May 15, 2025 | Decision Making | CodeCode Available | 1 |
| Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit Tasks | May 15, 2025 | Decision MakingDecision Making Under Uncertainty | CodeCode Available | 1 |
| SmartPilot: A Multiagent CoPilot for Adaptive and Intelligent Manufacturing | May 10, 2025 | Decision MakingProduction Forecasting | CodeCode Available | 1 |
| VideoPath-LLaVA: Pathology Diagnostic Reasoning Through Video Instruction Tuning | May 7, 2025 | Decision MakingDiagnostic | CodeCode Available | 1 |
| MF-LLM: Simulating Population Decision Dynamics via a Mean-Field Large Language Model Framework | Apr 30, 2025 | Decision MakingLanguage Modeling | CodeCode Available | 1 |
| A RAG-Based Multi-Agent LLM System for Natural Hazard Resilience and Adaptation | Apr 24, 2025 | Decision MakingRAG | CodeCode Available | 1 |
| GMAI-VL-R1: Harnessing Reinforcement Learning for Multimodal Medical Reasoning | Apr 2, 2025 | Decision MakingDiagnostic | CodeCode Available | 1 |
| Urban Computing in the Era of Large Language Models | Apr 2, 2025 | Decision MakingSurvey | CodeCode Available | 1 |
| Language Guided Concept Bottleneck Models for Interpretable Continual Learning | Mar 30, 2025 | Continual LearningDecision Making | CodeCode Available | 1 |
| A friendly introduction to triangular transport | Mar 27, 2025 | Bayesian InferenceDecision Making | CodeCode Available | 1 |
| Dissecting and Mitigating Diffusion Bias via Mechanistic Interpretability | Mar 26, 2025 | Age/UnbiasedDecision Making | CodeCode Available | 1 |
| VisEscape: A Benchmark for Evaluating Exploration-driven Decision-making in Virtual Escape Rooms | Mar 18, 2025 | Decision Making | CodeCode Available | 1 |
| SagaLLM: Context Management, Validation, and Transaction Guarantees for Multi-Agent LLM Planning | Mar 15, 2025 | Decision MakingManagement | CodeCode Available | 1 |
| On Generalization Across Environments In Multi-Objective Reinforcement Learning | Mar 2, 2025 | Decision MakingMulti-Objective Reinforcement Learning | CodeCode Available | 1 |
| CirT: Global Subseasonal-to-Seasonal Forecasting with Geometry-inspired Transformer | Feb 27, 2025 | Decision Making | CodeCode Available | 1 |
| CryptoPulse: Short-Term Cryptocurrency Forecasting with Dual-Prediction and Cross-Correlated Market Indicators | Feb 26, 2025 | Decision Making | CodeCode Available | 1 |
| Training a Generally Curious Agent | Feb 24, 2025 | Decision MakingEfficient Exploration | CodeCode Available | 1 |