Decision Making

MTRouter: Cost-Aware Multi-Turn LLM Routing with History–Model Joint Embeddings ACL 2026 OctoT2I: A Self-Evolving Agentic Text-to-Image Router CVPR 2026 One Panel Does Not Fit All: Case-Adaptive Multi-Agent Deliberation for Clinical Prediction ACL 2026 Online Covering with Multiple Experts ALT 2026 PEARL: Self-Evolving Assistant for Time Management with Reinforcement Learning ACL 2026 PolicyCache: Intra-flow Learning in Congestion Control NSDI 2026 Predict, Prune, Play: Efficient Video Playback Optimization Under Device Diversity and Drift NSDI 2026 Probably Correct Optimal Stable Matching under Two-Sided Uncertainty UAI 2026 Provably Efficient Personalized Multi-Objective Bandits with Proactive Conversational Queries UAI 2026 QCON: Seamless QoE-Aware 5G Streaming via Multi-Connectivity NSDI 2026 QFinZero: A Unified Financial Toolchain for LLM-Based Trading Agents ACL 2026 Robust Bayesian Decision Making under Adversarial Uncertainty UAI 2026 RouteLMT: Learned Sample Routing for Hybrid LLM Translation Deployment ACL 2026 Sample-Efficient Learning of Probabilistic Causes for Reachability in Markov Decision Processes with Probabilistic Guarantees UAI 2026 Should You Use Your Large Language Model to Explore or Exploit? UAI 2026 Surviving the Impossible Trinity: Revisiting CPU Scheduling Problem on Modern COTS Mobile Devices (Operational Systems) OSDI 2026 Test-Time Perturbation Tuning with Delayed Feedback for Vision-Language-Action Models CVPR 2026 The Art of Calling the Winner by Asking Just Enough Questions UAI 2026 The Minimal Search Space for Conditional Causal Bandits UAI 2026 Towards Performance Robustness for Microservices NSDI 2026 Traffic-R1: Reinforced LLMs Bring Human-Like Reasoning to Traffic Signal Control Systems ACL 2026 TurboTest: Learning When Less is Enough through Early Termination of Internet Speed Tests NSDI 2026 UI-Copilot: Advancing Long-Horizon GUI Automation via Tool-Integrated Policy Optimization ACL 2026 Value of Information: A Framework for Human–Agent Communication ACL 2026 Wait! There’s a Way Out: A Decision Mechanism for Forecasting Conversational Derailment ACL 2026