Planning

Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026 Best-Effort Policies for Robust Markov Decision Processes AAAI 2026 Beyond Itinerary Planning—A Real-World Benchmark for Multi-Turn and Tool-Using Travel Tasks ACL 2026 Beyond IVR: Benchmarking Customer Support LLM Agents for Business-Adherence EACL 2026 Beyond ReAct: A Planner-Centric Framework for Complex Tool-Augmented LLM Reasoning AAAI 2026 Beyond Single-Step Updates: Reinforcement Learning of Heuristics with Limited-Horizon Search AAAI 2026 Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models AAAI 2026 Bidirectional Bounded-Suboptimal Heuristic Search with Consistent Heuristics AAAI 2026 Bi-Level Contextual Bandits for Individualized Resource Allocation Under Delayed Feedback AAAI 2026 Bilevel MCTS for Amortized O(1) Node Selection in Classical Planning AAAI 2026 BioProAgent: Neuro-Symbolic Grounding for Constrained Scientific Planning ACL 2026 BTPG-max: Achieving Local Maximal Bidirectional Pairs for Bidirectional Temporal Plan Graphs AAAI 2026 Can MLLMs Find Their Way in a City? Exploring Emergent Navigation from Web-Scale Knowledge EACL 2026 CANVAS: A Benchmark for Vision-Language Models on Tool-Based User Interface Design AAAI 2026 CausalVAD: De-confounding End-to-End Autonomous Driving via Causal Intervention CVPR 2026 Chain-of-Look Spatial Reasoning for Dense Surgical Instrument Counting WACV 2026 Circuit-Think: A Multimodal Reasoning Framework for Automated Circuit-to-Netlist Translation with Trajectory-Guided Reinforcement Learning AAAI 2026 CMMCoT: Enhancing Complex Multi-Image Comprehension via Multi-Modal Chain-of-Thought and Memory Augmentation AAAI 2026 CO-Bench: Benchmarking Language Model Agents in Algorithm Search for Combinatorial Optimization AAAI 2026 CoCo-MILP: Inter-Variable Contrastive and Intra-Constraint Competitive MILP Solution Prediction AAAI 2026 CODMAS: A Dialectic Multi-Agent Collaborative Framework for Structured RTL Optimization EACL 2026 Co-EPG: A Framework for Co-Evolution of Planning and Grounding in Autonomous GUI Agents AAAI 2026 Co-Layout: LLM-driven Co-optimization for Interior Layout AAAI 2026 Complex Instruction Following with Diverse Style Policies in Football Games AAAI 2026 Connecting the Dots: Training-Free Visual Grounding via Agentic Reasoning AAAI 2026