Neuro-LENS: A Neuro-Symbolic Framework Integrating Incomplete Background Knowledge and Deep Learning
💬 Discord: https://discord.gg/h8NVzwnysW 💻 GitHub: https://github.com/centaurinstitute 🤝 LinkedIn: https://www.linkedin.com/company/centaur-ai-institute/ 📢 New Initiative: Neuro-Symbolic Agentic Protocol ⭐ Star us on GitHub https://github.com/centaurinstitute/neuro-symbolic-agentic-protocol — 👉 Abstract: "Neuro-LENS is a Neuro-Symbolic Evidence-based Logic and Symbolic Reasoning framework that combines incomplete symbolic knowledge with neural learning to address ambiguity and obtain more accurate and interpretable results. Three different ways of combining neural and symbolic learning are presented; the potential of the proposed framework is demonstrated on two real-world use cases: scene classification with abandoned object detection and prognostic health monitoring in vehicle failure prediction. 📎 Links to the two covered papers: - https://openreview.net/pdf?id=6UnuZcQ2zY - https://neurosymbolic-ai-journal.com/paper/neuro-lens-neuro-symbolic-framework-integrating-incomplete-background-knowledge-and-deep-1 (accepted for publication but still has to be published) 🔬 Bio: Giulia Murtas works as a data scientist at Sirris, Belgium, while completing an industrial PhD at the Blekinge Institute of Technology in Sweden. Recently, her research has mostly focused on applying neuro-symbolic AI approaches in support of industrial processes. — 🗨️ Join us for an interactive session exploring Neuro-Symbolic AI, the emerging paradigm that blends the strengths of neural networks with symbolic reasoning. We will discuss how hybrid approaches can enhance generalization, interpretability, and reasoning, and how these methods are shaping the future of intelligent systems. Whether you’re a researcher, engineer, or simply curious about the cutting edge of AI, you’ll find an engaging space to learn, connect, and exchange ideas. Event Format: 🔍 Reading Group 🎙️ Panel Discussion 🧩 Tutorials/Workshop Series 💬 Research Roundtable 🛠️ Open-Source Project Review 📄 Paper Pitch 🤝 Collaboration Hour 🍵 Networking Mixer #AI #NeuroSymbolic #FutureOfAI