Local Time	Session I (Morning)	Speakers
09:00-09:10 am	Session: Opening Remarks	Wenhao Yu
09:10 - 09:50 am	Keynote talk 1 by Prof. Doug Downey: Deep Research Systems for Science: Challenges and Opportunities [slides]	Doug Downey
09:50 - 10:30 am	Keynote talk 2 by Prof. Graham Neubig: LLM Agents that Learn from Experience [slides]	Graham Neubig
10:30 - 11:30 am	Poster Session (including coffee break)
11:30 - 12:05 pm	Industry talk 3 by Dr. Yunyao Li: Building & Querying Enterprise Knowledge Bases: From Declarative Languages to GenAI [slides]	Yunyao Li
12:05 - 12:40 pm	Industry talk 4 by Dr. Hongming Zhang: From RAG to Proactive Agents [slides]	Hongming Zhang
Local Time	Session II (Afternoon)	Speakers
14:20 - 15:00 pm	Keynote talk 6 by Prof. Manling Li: From Large Language Models to Large Agent Models: Reasoning Agent with World Knowledge [slides]	Manling Li
15:00 - 15:30 pm	Oral presentations Talk 1: Hybrid AI for Responsive Multi-Turn Online Conversations with Novel Dynamic Routing and Feedback Adaptation [paper] Talk 2: RouteNator: A Router-Based Multi-Modal Architecture for Generating Synthetic Training Data for Function Calling LLMs [paper] Talk 3: PROPEL: Prompt Optimization with Expert Priors for Small and Medium-sized LLMs [paper]
15:30 - 16:00 pm	Coffee break
16:00 - 16:30 pm	Oral presentations Talk 4: OctoTools: An Agentic Framework with Extensible Tools for Complex Reasoning [paper] Talk 5: KG-LLM-Bench: A Scalable Benchmark for Evaluating LLM Reasoning on Textualized Knowledge Graphs [paper]
16:30 - 16:35 pm	Final Remarks	Wenhao Yu