Artificial Intelligence › Core AI ›

Decision Making

273 directly classified papers

Papers per year

Papers

Expectation Alignment: Handling Reward Misspecification in the Presence of Expectation Mismatch NIPS 2024

Prospector: Improving LLM Agents with Self-Asking and Trajectory Ranking EMNLP 2024

A Surprisingly Simple Continuous-Action POMDP Solver: Lazy Cross-Entropy Search Over Policy Trees AAAI 2024

Theoretically Grounded Loss Functions and Algorithms for Score-Based Multi-Class Abstention AISTATS 2024

Latent Learning Progress Drives Autonomous Goal Selection in Human Reinforcement Learning NIPS 2024

Provable Partially Observable Reinforcement Learning with Privileged Information NIPS 2024

Inference and Learning in Dynamic Decision Networks Using Knowledge Compilation AAAI 2024

A Semi-parametric Model for Decision Making in High-Dimensional Sensory Discrimination Tasks AAAI 2023

Learning to Receive Help: Intervention-Aware Concept Embedding Models NIPS 2023

LightZero: A Unified Benchmark for Monte Carlo Tree Search in General Sequential Decision Scenarios NIPS 2023

Ignorance is Bliss: Robust Control via Information Gating NIPS 2023

Explainable and Efficient Randomized Voting Rules NIPS 2023

Online Nonstochastic Model-Free Reinforcement Learning NIPS 2023

Contextual Gaussian Process Bandits with Neural Networks NIPS 2023

Weakly Coupled Deep Q-Networks NIPS 2023

Adaptive Ordered Information Extraction with Deep Reinforcement Learning ACL 2023

Post-Abstention: Towards Reliably Re-Attempting the Abstained Instances in QA ACL 2023

Beyond Black-Box Advice: Learning-Augmented Algorithms for MDPs with Q-Value Predictions NIPS 2023

Quantifying the Cost of Learning in Queueing Systems NIPS 2023

Aligning Predictive Uncertainty with Clarification Questions in Grounded Dialog EMNLP 2023

LDM2: A Large Decision Model Imitating Human Cognition with Dynamic Memory Enhancement EMNLP 2023

Hierarchical Prompting Assists Large Language Model on Web Navigation EMNLP 2023

Reshaping State-Space Search: From Dominance to Contrastive Analysis AAAI 2023

Monitoring and Intervening on Large Populations of Weakly Coupled Processes with Social Impact Applications AAAI 2023

Generative Decision Making Under Uncertainty AAAI 2023