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Decision Making Under Uncertainty

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TitleStatusHype
Multi-Armed Bandits With Machine Learning-Generated Surrogate Rewards—0
Toward Explainable Offline RL: Analyzing Representations in Intrinsically Motivated Decision Transformers—0
The Gittins Index: A Design Principle for Decision-Making Under Uncertainty—0
Q-ARDNS-Multi: A Multi-Agent Quantum Reinforcement Learning Framework with Meta-Cognitive Adaptation for Complex 3D Environments—0
Cognitive Guardrails for Open-World Decision Making in Autonomous Drone Swarms—0
Embodied AI with Foundation Models for Mobile Service Robots: A Systematic Review—0
Synthetic Time Series Forecasting with Transformer Architectures: Extensive Simulation BenchmarksCode0
Comparing Exploration-Exploitation Strategies of LLMs and Humans: Insights from Standard Multi-armed Bandit TasksCode1
rfPG: Robust Finite-Memory Policy Gradients for Hidden-Model POMDPs—0
A Multi-Agent Reinforcement Learning Approach for Cooperative Air-Ground-Human Crowdsensing in Emergency Rescue—0
Recovering Event Probabilities from Large Language Model Embeddings via Axiomatic Constraints—0
ICNN-enhanced 2SP: Leveraging input convex neural networks for solving two-stage stochastic programmingCode0
Primal-dual algorithm for contextual stochastic combinatorial optimization—0
Learning Symbolic Persistent Macro-Actions for POMDP Solving Over Time—0
LLM-Guided Probabilistic Program Induction for POMDP Model Estimation—0
Measures of Variability for Risk-averse Policy Gradient—0
Wasserstein Distributionally Robust Regret Optimization—0
Towards More Efficient, Robust, Instance-adaptive, and Generalizable Sequential Decision making—0
Efficient Portfolio Selection through Preference Aggregation with Quicksort and the Bradley--Terry Model—0
Counterfactual Inference under Thompson Sampling—0
A friendly introduction to triangular transportCode1
Active Inference for Energy Control and Planning in Smart Buildings and Communities—0
NeuroSep-CP-LCB: A Deep Learning-based Contextual Multi-armed Bandit Algorithm with Uncertainty Quantification for Early Sepsis PredictionCode0
Truthful Elicitation of Imprecise Forecasts—0
Local-Global Learning of Interpretable Control Policies: The Interface between MPC and Reinforcement Learning—0
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