#ICML2025 #MachineLearning #AI #LLMs #Robotics #NeuroSymbolic #RAG #KnowledgeGraphs #HierarchicalPlanning
#ICML2025 #MachineLearning #AI #LLMs #Robotics #NeuroSymbolic #RAG #KnowledgeGraphs #HierarchicalPlanning
Paper in a nutshell: We enhance LLM-based planners to tackle long-horizon/complex robotics tasks by combining knowledge-graph-powered Retrieval-Augmented Generation (RAG) with hierarchical task decomposition, ensuring formal correctness and reliability through symbolic validation.
This week Iβll be at ICML 2025 presenting our new paper βHierarchical Planning for Complex Tasks with Knowledge Graph-RAG and Symbolic Verification.β
Hope to see you there!
π Poster session: Wed 16 Jul, 11 a.m. β 1:30 p.m. PDT
π Paper: lnkd.in/edY_3sbk
π Code: lnkd.in/e_BC4Eyi