Buch, Englisch, 197 Seiten, Format (B × H): 155 mm x 235 mm
Third International Workshop, NeusymBridge@AAAI 2026, Held in Conjunction with AAAI 2026, Singapore, January 26, 2026, Proceedings
Buch, Englisch, 197 Seiten, Format (B × H): 155 mm x 235 mm
Reihe: Lecture Notes in Artificial Intelligence
ISBN: 978-981-9244-31-7
Verlag: Springer
This book constitutes the refereed proceedings of the Third International Workshop on Bridging Neurons and Symbols for NLP and Knowledge Graph Reasoning, NeusymBridge@AAAI 2026, held in conjunction with AAAI 2026, Singapore, on January 26, 2026.
This volume comprises 10 full papers: 6 papers selected from 45 submissions to the NeusymBridge@AAAI’26, 2 papers based on keynote presentations at NeusymBridge, and 2 invited papers from NeusymBridge sibling workshop. All 10 papers underwent a rigorous peer-review process. They reflect the diversity and vitality of current research at the intersection of neural and symbolic AI, addressing a broad spectrum of challenges and opportunities.
Zielgruppe
Research
Autoren/Hrsg.
Fachgebiete
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Maschinelles Lernen
- Mathematik | Informatik EDV | Informatik Daten / Datenbanken
- Technische Wissenschaften Elektronik | Nachrichtentechnik Elektronik Robotik
- Mathematik | Informatik EDV | Informatik Informatik Künstliche Intelligenz Computer Vision
Weitere Infos & Material
.- Part I: Invited Papers
.- The quasi-semantic competence of LLMs: A case study on the part-whole relation.
.- From Black Box to Algorithmic Insight: Explainable AI in Graph Neural Networks for Graph Coloring.
.- Reasoning Eligibility: A Fail-Closed Neuro-Symbolic Framework for Accountable Decision Refusal in Safety-Critical AI Systems.
.- Ontology-Constrained Reasoning for Enterprise Data: A Neuro-Symbolic Framework for Text-to-SQL.
.- Part II: Selected Papers from NeusymBridge@AAAI 2026
.- Neurosymbolic LoRA: Why and When to Tune Weights vs. Rewrite Prompts.
.- Improving Symbolic Translation of Language Models for Logical Reasoning.
.- The Inside of Reasoning: Uncovering Algebraic Structure in Bilinear MLPs.
.- On the Limitations of Rank-One Model Editing in Answering Multi-hop Questions.
.- Closing the Specialist-Generalist Gap in Robotics.
.- GamiBench: Evaluating Spatial Reasoning and 2D-to-3D Planning Capabilities of MLLMs with Origami Folding Tasks.
