NORA 2025
Knowledge Graphs & Agentic Systems Interplay 2025

Table of Contents

• Preface
  Summary: There were 24 papers submitted for peer-review to this workshop, 18 were accepted i.e. 6 for oral presentations and 12 as posters. Out of these, 10 papers were accepted for this volume: 1 as a short paper and 9 as long papers.

Papers

• Graph Distance as Surprise: Free Energy Minimization in Knowledge Graph Reasoning 1-8
  Gaganpreet Jhajj , Fuhua Lin
• Agentic Knowledge Computing for Automated Biomarker Validation: Triangulated Causal Graph Construction in ALS Research 9-29
  Krishna Nidamarthi , Kevin Zhu
• Elastic Weight Consolidation for Knowledge Graph Continual Learning: An Empirical Evaluation 30-41
  Gaganpreet Jhajj , Fuhua Lin
• Validation-Gated Hebbian Learning for Adaptive Agent Memory 42-54
  Pragya Singh , Stanley Yu
• AgentTravel: Knowledge-Augmented LLM Agent Framework for Urban Travel Planning 55-67
  Jie Zhao , Jie Feng , Yong Li
• Biomedical Evidence Retrieval with Agentic RAG and Dual Text Encoders 68-72
  Dhruv Goyal , Ema Seibert , Ryan Ding , Matteo Migliarini , Kevin Zhu
• ATLAS: Benchmarking and Adapting LLMs for Global Trade via Harmonized Tariff Code Classification 73-83
  Pritish Yuvraj , Siva Devarakonda
• RAPTOR: Reasoned Agentic Portfolio Trading with Orchestrated Rebalancing 84-94
  Blake Almon , Matthew Caliboso , Alex Kim , Rohan Dutta , Rohan Raman , Mithil Srungarapu , Vasu Sharma , Kevin Zhu , Sunishchal Dev
• Measuring What Matters: Probing Transit Reasoning Consistency in Large Language Models 95-108
  Hariram Veeramani , Surendrabikram Thapa , Usman Naseem
• RuleSum: Injecting Rulesets into Knowledge Graphs for Accurate and Accessible Legal Summarization 109-118
  Saumya Chauhan , Aditi Chandrashekar