NORA 2025

Table of Contents

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• Graph Distance as Surprise: Free Energy Minimization in Knowledge Graph Reasoning 1-8 PDF
  Gaganpreet Jhajj, Fuhua Lin
• Agentic Knowledge Computing for Automated Biomarker Validation: Triangulated Causal Graph Construction in ALS Research 9-29 PDF
  Krishna Nidamarthi, Kevin Zhu
• Elastic Weight Consolidation for Knowledge Graph Continual Learning: An Empirical Evaluation 30-41 PDF
  Gaganpreet Jhajj, Fuhua Lin
• Validation-Gated Hebbian Learning for Adaptive Agent Memory 42-54 PDF
  Pragya Singh, Stanley Yu
• AgentTravel: Knowledge-Augmented LLM Agent Framework for Urban Travel Planning 55-67 PDF
  Jie Zhao, Jie Feng, Yong Li
• Biomedical Evidence Retrieval with Agentic RAG and Dual Text Encoders 68-72 PDF
  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 PDF
  Pritish Yuvraj, Siva Devarakonda
• RAPTOR: Reasoned Agentic Portfolio Trading with Orchestrated Rebalancing 84-94 PDF
  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 PDF
  Hariram Veeramani, Surendrabikram Thapa, Usman Naseem
• RuleSum: Injecting Rulesets into Knowledge Graphs for Accurate and Accessible Legal Summarization 109-118 PDF
  Saumya Chauhan, Aditi Chandrashekar