Decision Making

PIDS: An Intelligent Electric Power Management Platform AAAI 2020 Planning with General Objective Functions: Going Beyond Total Rewards NeurIPS 2020 Predicting Goal-Directed Human Attention Using Inverse Reinforcement Learning CVPR 2020 Querying to Find a Safe Policy under Uncertain Safety Constraints in Markov Decision Processes AAAI 2020 Run2Survive: A Decision-theoretic Approach to Algorithm Selection based on Survival Analysis ACML 2020 Secretary and Online Matching Problems with Machine Learned Advice NeurIPS 2020 Stochastic Optimization for Performative Prediction NeurIPS 2020 Submodel Decomposition for Solving Limited Memory Influence Diagrams (Student Abstract) AAAI 2020 Task Scoping for Efficient Planning in Open Worlds (Student Abstract) AAAI 2020 The Influence of Shape Constraints on the Thresholding Bandit Problem COLT 2020 Thompson Sampling Algorithms for Mean-Variance Bandits ICML 2020 Time-Inconsistent Planning: Simple Motivation Is Hard to Find AAAI 2020 Addressing Failure Prediction by Learning Model Confidence NeurIPS 2019 A Generalized Algorithm for Multi-Objective Reinforcement Learning and Policy Adaptation NeurIPS 2019 Be Inaccurate but Don’t Be Indecisive: How Error Distribution Can Affect User Experience AAAI 2019 Borda Count in Collective Decision Making: A Summary of Recent Results AAAI 2019 Charge-Based Prison Term Prediction with Deep Gating Network EMNLP 2019 Designing Preferences, Beliefs, and Identities for Artificial Intelligence AAAI 2019 Distribution oblivious, risk-aware algorithms for multi-armed bandits with unbounded rewards NeurIPS 2019 Don’t Take the Easy Way Out: Ensemble Based Methods for Avoiding Known Dataset Biases EMNLP 2019 Expert Guided Rule Based Prioritization of Scientifically Relevant Images for Downlinking over Limited Bandwidth from Planetary Orbiters AAAI 2019 Exploiting the Contagious Effect for Employee Turnover Prediction AAAI 2019 Group Retention when Using Machine Learning in Sequential Decision Making: the Interplay between User Dynamics and Fairness NeurIPS 2019 Learning Models of Sequential Decision-Making with Partial Specification of Agent Behavior AAAI 2019 Making the Cut: A Bandit-based Approach to Tiered Interviewing NeurIPS 2019