[CFP] Workshop on "Graphs Across AI" @ IEEE WCCI 2026

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Michele Marchetti

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Dec 12, 2025, 6:53:43 AM (3 days ago) Dec 12
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Dear Colleagues,

We are pleased to invite you to submit your research to the workshop "Graphs Across AI: From Structural Reasoning to Foundation Models", to be held in conjunction with IEEE WCCI 2026 (June 21-26, 2026).

Website: https://sites.google.com/view/graphs-across-ai

Overview & Scope Graphs provide a universal language for representing relationships, dependencies, and structural patterns across diverse domains. While Graph Neural Networks (GNNs) have popularized graph-based learning, the role of graphs in AI extends far beyond this paradigm. This workshop aims to explore the expanding role of graph-based reasoning and representation across AI, moving beyond GNNs toward structure-aware learning both for and with foundation models. Our goal is to consolidate theoretical, methodological, and application-oriented perspectives, strengthening the connection between graphs and AI.

Topics of Interest We welcome contributions on topics including, but not limited to:

  • Graphs in neural architectures: Modeling dependencies and computational structures.

  • Graph-based attention: Leveraging relational structures in attention mechanisms.

  • Knowledge Graphs and reasoning: Neuro-symbolic AI and integration.

  • Graph-driven interpretability: Using graphs to analyze and interpret model behavior.

  • Graphs for trustworthy retrieval: Integration of LLMs with KGs for reliable search.

  • Graphs in foundation model analysis: Token relationships, pruning, and coarsening.

  • Graph-based RAG: Graph-structured memory and knowledge integration.

  • Temporal and dynamic graphs: Evolving structures and continual learning.

  • Multi-agent systems: Interactions across agents and modalities.

Important Dates

  • Paper Submission Deadline: January 31, 2026 

  • Notification of Acceptance: March 15, 2026

  • Conference Dates: June 21-26, 2026

All papers will undergo peer review under the same standards as regular IEEE WCCI submissions. For more details on submission guidelines, please visit our website.

Organizers

  • Gianluca Bonifazi, Marche Polytechnic University, Italy

  • Claudio Gallicchio, University of Pisa, Italy

  • Barbara Hammer, Bielefeld University, Germany

  • Michele Marchetti, Marche Polytechnic University, Italy

  • Luca Virgili, Marche Polytechnic University, Italy

Best regards,

The Organizing Committee 

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