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Planning

3112 directly classified papers

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Papers

Teaching LLMs to Plan, Not Just Solve: Plan Learning Boosts LLMs Generalization in Reasoning Tasks EMNLP 2025
Mind the Time: Temporally-Controlled Multi-Event Video Generation CVPR 2025
LLMAP: LLM-Assisted Multi-Objective Route Planning with User Preferences EMNLP 2025
LRPLAN: A Multi-Agent Collaboration of Large Language and Reasoning Models for Planning with Implicit & Explicit Constraints EMNLP 2025
MMPlanner: Zero-Shot Multimodal Procedural Planning with Chain-of-Thought Object State Reasoning EMNLP 2025
Recipe2Plan: Evaluating Planning Abilities of LLMs for Efficient and Feasible Multitasking with Time Constraints Between Actions EMNLP 2025
Can We Steer Reasoning Direction by Thinking Intervention? EMNLP 2025
Prejudge-Before-Think: Enhancing Large Language Models at Test-Time by Process Prejudge Reasoning EMNLP 2025
LLM-based Open Domain Planning by Leveraging Entity-Attribute-Level Domain Models EMNLP 2025
Advancing Reasoning with Off-the-Shelf LLMs: A Semantic Structure Perspective EMNLP 2025
Learning SQL Like a Human: Structure-Aware Curriculum Learning for Text-to-SQL Generation EMNLP 2025
Tree-Structured Non-Autoregressive Decoding for Sequence-to-Sequence Text Generation EMNLP 2025
Discrete Minds in a Continuous World: Do Language Models Know Time Passes? EMNLP 2025
RLMEval: Evaluating Research-Level Neural Theorem Proving EMNLP 2025
Med-VRAgent: A Framework for Medical Visual Reasoning-Enhanced Agents EMNLP 2025
Select-Then-Decompose: From Empirical Analysis to Adaptive Selection Strategy for Task Decomposition in Large Language Models EMNLP 2025
Representation-driven Option Discovery in Reinforcement Learning AAAI 2025
ReAgent: Reversible Multi-Agent Reasoning for Knowledge-Enhanced Multi-Hop QA EMNLP 2025
DecoupleSearch: Decouple Planning and Search via Hierarchical Reward Modeling EMNLP 2025
Logical Reasoning with Outcome Reward Models for Test-Time Scaling EMNLP 2025
Large Language Models Can Solve Real-World Planning Rigorously with Formal Verification Tools NAACL 2025
DeepResearcher: Scaling Deep Research via Reinforcement Learning in Real-world Environments EMNLP 2025
RoT: Enhancing Table Reasoning with Iterative Row-Wise Traversals EMNLP 2025
Instruction-Augmented Long-Horizon Planning: Embedding Grounding Mechanisms in Embodied Mobile Manipulation AAAI 2025
Speculative Reward Model Boosts Decision Making Ability of LLMs Cost-Effectively ACL 2025