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Decision Making

273 directly classified papers

Papers per year

Papers

Practical and Rigorous Uncertainty Bounds for Gaussian Process Regression AAAI 2021

Reward-Biased Maximum Likelihood Estimation for Linear Stochastic Bandits AAAI 2021

Constrained Risk-Averse Markov Decision Processes AAAI 2021

Scalable First-Order Methods for Robust MDPs AAAI 2021

Bayes DistNet - A Robust Neural Network for Algorithm Runtime Distribution Predictions AAAI 2021

K-N-MOMDPs: Towards Interpretable Solutions for Adaptive Management AAAI 2021

Predicting Flashover Occurrence using Surrogate Temperature Data AAAI 2021

A Universal 2-state n-action Adaptive Management Solver AAAI 2021

Clinical Trial of an AI-Augmented Intervention for HIV Prevention in Youth Experiencing Homelessness AAAI 2021

Comparison Lift: Bandit-based Experimentation System for Online Advertising AAAI 2021

Personalizing Individual Comfort in the Group Setting AAAI 2021

LB-DESPOT: Efficient Online POMDP Planning Considering Lower Bound in Action Selection (Student Abstract) AAAI 2021

Decision-Focused Summarization EMNLP 2021

Towards Hyperparameter-free Policy Selection for Offline Reinforcement Learning NIPS 2021

A sampling-based circuit for optimal decision making NIPS 2021

Uncertain Decisions Facilitate Better Preference Learning NIPS 2021

Who Leads and Who Follows in Strategic Classification? NIPS 2021

Reinforcement Learning with State Observation Costs in Action-Contingent Noiselessly Observable Markov Decision Processes NIPS 2021

Online Control of Unknown Time-Varying Dynamical Systems NIPS 2021

Explicable Reward Design for Reinforcement Learning Agents NIPS 2021

A mechanistic multi-area recurrent network model of decision-making NIPS 2021

Closing the loop in medical decision support by understanding clinical decision-making: A case study on organ transplantation NIPS 2021

Bias and variance of the Bayesian-mean decoder NIPS 2021

Detecting Individual Decision-Making Style: Exploring Behavioral Stylometry in Chess NIPS 2021

Causal Bandits with Unknown Graph Structure NIPS 2021