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Methodology
← Core AI
Artificial Intelligence
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Core AI
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Planning
3112 directly classified papers
Papers per year
2000: 1
2003: 2
2005: 1
2006: 10
2007: 16
2008: 15
2009: 17
2010: 13
2011: 26
2012: 27
2013: 30
2014: 26
2015: 25
2016: 33
2017: 102
2018: 125
2019: 246
2020: 248
2021: 305
2022: 255
2023: 364
2024: 447
2025: 548
2026: 230
Papers
LogicTree: Structured Proof Exploration for Coherent and Rigorous Logical Reasoning with Large Language Models
EMNLP 2025
On Shallow Planning Under Partial Observability
AAAI 2025
MMAPG: A Training-Free Framework for Multimodal Multi-hop Question Answering via Adaptive Planning Graphs
EMNLP 2025
Semantic Exploration with Adaptive Gating for Efficient Problem Solving with Language Models
ACL 2025
CCQA: Generating Question from Solution Can Improve Inference-Time Reasoning in SLMs
EMNLP 2025
AmbiK: Dataset of Ambiguous Tasks in Kitchen Environment
ACL 2025
TreeReview: A Dynamic Tree of Questions Framework for Deep and Efficient LLM-based Scientific Peer Review
EMNLP 2025
Driving in the Occupancy World: Vision-Centric 4D Occupancy Forecasting and Planning via World Models for Autonomous Driving
AAAI 2025
Generative Planning with 3D-Vision Language Pre-training for End-to-End Autonomous Driving
AAAI 2025
Optimal Control Operator Perspective and a Neural Adaptive Spectral Method
AAAI 2025
Revelations: A Decidable Class of POMDPs with Omega-Regular Objectives
AAAI 2025
Int2Planner: An Intention-based Multi-modal Motion Planner for Integrated Prediction and Planning
AAAI 2025
LiteSearch: Efficient Tree Search with Dynamic Exploration Budget for Math Reasoning
AAAI 2025
LTLf Synthesis Under Unreliable Input
AAAI 2025
M^3PC: Test-time Model Predictive Control using Pretrained Masked Trajectory Model
ICLR 2025
Dyve: Thinking Fast and Slow for Dynamic Process Verification
EMNLP 2025
Optimizing Heat Alert Issuance with Reinforcement Learning
AAAI 2025
In Search of Trees: Decision-Tree Policy Synthesis for Black-Box Systems via Search
AAAI 2025
DiMo-GUI: Advancing Test-time Scaling in GUI Grounding via Modality-Aware Visual Reasoning
EMNLP 2025
TCP: a Benchmark for Temporal Constraint-Based Planning
EMNLP 2025
Stepwise Informativeness Search for Improving LLM Reasoning
EMNLP 2025
Beyond Outlining: Heterogeneous Recursive Planning for Adaptive Long-form Writing with Language Models
EMNLP 2025
Video-RTS: Rethinking Reinforcement Learning and Test-Time Scaling for Efficient and Enhanced Video Reasoning
EMNLP 2025
Planning for Success: Exploring LLM Long-term Planning Capabilities in Table Understanding
ACL 2025
Anytime Multi-Agent Path Finding with an Adaptive Delay-Based Heuristic
AAAI 2025
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