NeusymBridge Workshop @AAAI 2027 (abbreviated as NeusymBridge below) invites the submission of long and short papers featuring substantial, original, and unpublished research on LLMs and Knowledge Graph reasoning.

Important Dates

All deadlines are 11:59PM UTC-12:00 (“anywhere on Earth”)
Submission Deadline: December 27, 2026
Notification of Acceptance: January 15, 2027
Camera-Ready papers due: Feb 12, 2027
Workshop Day: Feb 22 or 23, 2027

Best Paper Award

Among the accepted papers, two will be selected for the Best Paper Award and will be recognized at the workshop.

Paper Submission Information

Please use the template provided by AAAI 2027: AAAI 2027 PAPER TYPES AND FORMATS.

Paper Submission Site

Papers should be submitted through OpenView: Submission2NeusymBridge@AAAI2027.

Each paper will receive a minimum of three reviews. The review process will be double-blind. Reviewers will not see authors, authors will not see reviewers. Reviews and submissions will not be made publicly visible.

Submission Topics

The workshop invites submissions on a wide range of topics, including but not limited to:

  • Neural-symbolic knowledge representation;
  • Knowledge introspection and localization in LLMs;
  • Symbolic knowledge induction and distillation from LLMs;
  • Neural-symbolic collaborative reasoning;
  • Neural-symbolic distillation and model compression;
  • Tool graphs, procedural knowledge, skills and capability evolution;
  • Benchmarks, datasets, and evaluation methodologies for measuring neural-symbolic reasoning, knowledge consistency, faithfulness, interpretability, generalization, and reliability;
  • Hybrid neural-symbolic systems for autonomous agents and agentic enterprises, autonomous data science and cloud software operations, and emerging applications across the digital economy, education, healthcare, humour, law, manufacturing, robotics, scientific discovery, and other knowledge-intensive domains.