Planning

LogToP: Logic Tree-of-Program with Table Instruction-tuned LLMs for Controlled Logical Table-to-Text Generation EACL 2026 Long term sequential decision making under risk UAI 2026 LSDTs: LLM-Augmented Semantic Digital Twins for Adaptive Knowledge-Intensive Infrastructure Planning AAAI 2026 MAGICIAN: Efficient Long-Term Planning with Imagined Gaussians for Active Mapping CVPR 2026 Makespan Investigations of Sequential, Parallel, PO, and POCL Plans AAAI 2026 Managing Infinite Abstractions in Numeric Pattern Database Heuristics AAAI 2026 MANSION: Multi-floor lANguage-to-3D Scene generatIOn for loNg-horizon tasks CVPR 2026 MapAgent: A Hierarchical Agent for Geospatial Reasoning with Dynamic Map Tool Integration EACL 2026 MARE: Multimodal Analogical Reasoning for Disease Evolution-Aware Radiology Report Generation AAAI 2026 MavenCoder: Competitive Code Generation via Model Adaptive Planning Strategies and Multi-Perspective Verification Enhancement ACL 2026 MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search AAAI 2026 Mental Model-based Generation of Lies for Insider Threat Modeling AAAI 2026 MeshA*: Efficient Path Planning with Motion Primitives AAAI 2026 Minimum-Cost Network Flow with Dual Predictions AAAI 2026 MIRAGE: Scaling Test-Time Inference with Parallel Graph-Retrieval-Augmented Reasoning Chains AAAI 2026 MMhops-R1: Multimodal Multi-hop Reasoning AAAI 2026 Model-Based Imaginative Planning for Embodied Agents ACL 2026 MSR-Rec: Multi-Step Reasoning-Enhanced LLM for Sequential Recommendation AAAI 2026 Multi-Agent Corridor Reasoning for Multi-Agent Path Finding AAAI 2026 Multi-Agent Path Finding with Unassigned Agents (MAPFUA) AAAI 2026 Multi-Armed Bandits Meet Large Language Models AAAI 2026 Multi-Objective Search: Algorithms, Applications, and Emerging Directions AAAI 2026 NaturalGAIA: A Verifiable Benchmark and Hierarchical Framework for Long-Horizon GUI Tasks ACL 2026 NavForesee: A Unified Vision-Language World Model for Hierarchical Planning and Dual-Horizon Navigation Prediction CVPR 2026 Nested Depth Search AAAI 2026