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Planning

3,142 papers

Papers per year

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Papers

AStar: Boosting Multimodal Reasoning with Automated Structured Thinking AAAI 2026
Benchmarking and Enhancing Rule Knowledge-Driven Reasoning of Large Language Models AAAI 2026
Themis: Automated Constraint-Aware Test Synthesis Framework for Code Reinforcement Learning AAAI 2026
RealWebAssist: A Benchmark for Long-Horizon Web Assistance with Real-World Users AAAI 2026
ToC: Tree-of-Claims Search with Multi-Agent Language Models AAAI 2026
MCTS-SQL: Light-Weight LLMs Can Master the Text-to-SQL Through Monte Carlo Tree Search AAAI 2026
Expert-Inspired Multi-Agent Coordination for Multi-Objective Molecular Optimization AAAI 2026
Beyond Step Pruning: Information Theory Based Step-level Optimization for Self-Refining Large Language Models AAAI 2026
SABER: Switchable and Balanced Training for Efficient LLM Reasoning AAAI 2026
REAP: Enhancing RAG with Recursive Evaluation and Adaptive Planning for Multi-Hop Question Answering AAAI 2026
Why Do Open-Source LLMs Struggle with Data Analysis? A Systematic Empirical Study AAAI 2026
Best-Effort Policies for Robust Markov Decision Processes AAAI 2026
Bilevel MCTS for Amortized O(1) Node Selection in Classical Planning AAAI 2026
Extreme Value Monte Carlo Tree Search for Classical Planning AAAI 2026
Learning Heuristic Functions with Graph Neural Networks for Numeric Planning AAAI 2026
Probabilistic Hierarchical Goal Network Planning with UCT AAAI 2026
Satisficing and Optimal Generalised Planning via Goal Regression AAAI 2026
A Domain-specific Heuristic for PDDL+-based Traffic Signal Optimisation AAAI 2026
Managing Infinite Abstractions in Numeric Pattern Database Heuristics AAAI 2026
Symmetry-Aware Transformer Training for Automated Planning AAAI 2026
Learning Heuristic Functions for HTN Planning AAAI 2026
Hierarchical Reinforcement Learning with Topology-Aware Exploration Framework for Multi-path Commodity Flow Problem AAAI 2026
Elite Pattern Reinforcement for Vehicle Routing Problems AAAI 2026
Automated Repair of Totally-Ordered Hierarchical Task Network Domains via Context-Free Grammars with Large Language Model Support AAAI 2026
Two Constraint Compilation Methods for Lifted Planning AAAI 2026