Invited & Contributed Talks

Current schedule. The program may be updated before the workshop.

08:00 am - 08:10 am
Opening & Introduction
08:10 am - 08:50 am
Keynote Talk 1
Irwin King, "Hyperbolic Learning in the Large Model Era"
08:50 am - 09:30 am
Keynote Talk 2
Nitesh Chawla
09:30 am - 10:00 am
Coffee Break & Poster Presentation
10:00 am - 10:40 am
Keynote Talk 3
Hanghang Tong
10:40 am - 11:20 am
Keynote Talk 4
Yizhou Sun, "Deep Graph Learning for Dynamical Systems"
11:20 am - 12:00 am
Award & Oral Presentation
- AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning
- GraphMind: Empowering LLMs for Interactive Graph Structure Reasoning with Semi-Formal Language
- SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory
- GraphScout: Empowering Large Language Models with Intrinsic Exploration Ability for Agentic Graph Reasoning
- Learning Faithful Mechanism Subgraphs from Partially Trusted Biological Priors for Genetic Perturbation Prediction
12:00 am - 12:10 pm
Closing & Acknowledgment

Speakers

Professor at The Chinese University of Hong Kong. He is a fellow of ACM, IEEE, AAAI and INNS.

Professor at University of Notre Dame. He is a Fellow of AAAI, AAAS, ACM, and IEEE.

Professor at UIUC. He is a fellow of ACM and IEEE, a senior member of AAAI, and a university scholar of UIUC.

Professor at UCLA. Her Google citation count is over 30k. KDD PC Co-Chair, 2025; ICLR PC Co-Chair, 2024; KDD General Co-Chair, 2023, etc.

AdaTKG: Adaptive Memory for Temporal Knowledge Graph Reasoning
GraphMind: Empowering LLMs for Interactive Graph Structure Reasoning with Semi-Formal Language
SAGE: A Self-Evolving Agentic Graph-Memory Engine for Structure-Aware Associative Memory
GraphScout: Empowering Large Language Models with Intrinsic Exploration Ability for Agentic Graph Reasoning
Learning Faithful Mechanism Subgraphs from Partially Trusted Biological Priors for Genetic Perturbation Prediction

Adaptive Self-Interference Control for Large Heterophilic Graphs
CMERGE: Clinical Multimodal Evidence Reasoning Graph Engine
CondPSE: A Polynomial-Filtered Structural Encoder with Conditional Modulation for Graphs
WarehouseAI: Knowledge Graph-Grounded Multi-Agent Reasoning Framework for Simulation-Driven Warehouse Planning
When Drug Names Mislead: Auditing Name-Prior Reliance in LLM-Augmented Biomedical Graph Completion
Bridging Circuit Graphs and Language: A Cross-Modal Transformer for Netlist-to-Text Alignment and Generation
Measuring Graph-to-Graph Semantic Similarity in Knowledge Graphs: An Empirical Evaluation of Knowledge Graph Embeddings