Decision Making

A Causal Markov Condition for Value UAI 2026 Ambiguous Online Learning COLT 2026 An Anytime Algorithm for Good Arm Identification JMLR 2026 Bounding the Causal Impact of ML-assisted Decision-Making via Counterfactual Correctness UAI 2026 CascadeDebate: Multi-Agent Deliberation for Cost-Aware LLM Cascades ACL 2026 DAC-Bench: A Decision-Aware Benchmark for Compositional Mobile GUI Tasks ACL 2026 Decisive: Guiding User Decisions with Optimal Preference Elicitation from Unstructured Documents ACL 2026 Deriving Character Logic from Storyline as Codified Decision Trees ACL 2026 Dynamics of Cognitive Heterogeneity: Investigating Behavioral Biases in Multi-Stage Supply Chains with LLM-Based Simulation ACL 2026 Evaluating and Learning Robust Bandit Policies Under Uncertain Causal Mechanisms CLeaR 2026 Everyone is unique: Towards Behaviorally Heterogeneous Negotiation Dialogue Systems for Debt Collection ACL 2026 Evidence-Driven Reasoning for Industrial Maintenance Using Heterogeneous Data ACL 2026 Extending Embodied Question Answering from Perception to Decision CVPR 2026 Fast Best-in-Class Regret for Contextual Bandits UAI 2026 GCA Framework: A GCC Countries–Grounded Dataset and Agentic Pipeline for Climate Decision Support ACL 2026 General Bayesian Policy Learning UAI 2026 InferenceDynamics: Adaptive LLM Routing through Structured Capability and Knowledge Profiling ACL 2026 Latent Linear Quadratic Regulator for Robotic Control Tasks L4DC 2026 Learning-based Optimal Admission Control for Erlang-B Queuing Systems UAI 2026 Learning Decision-Sufficient Representations for Linear Optimization COLT 2026 Long term sequential decision making under risk UAI 2026 MindPower: Enabling Theory-of-Mind Reasoning in VLM-based Embodied Agents CVPR 2026 Mind the (DH) Gap! A Contrast in Risky Choices Between Reasoning and Conversational LLMs ACL 2026 Misinformation Mitigation over Social Networks: a Control Approach L4DC 2026 MoCE: A Mixture-of-Context Aware Experts Framework for Troubleshooting Internet-scale Services NSDI 2026