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#formal-concept-analysis News & Analysis

2 articles tagged with #formal-concept-analysis. AI-curated summaries with sentiment analysis and key takeaways from 50+ sources.

2 articles
AINeutralarXiv – CS AI · Mar 176/10
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Conceptual Views of Neural Networks: A Framework for Neuro-Symbolic Analysis

Researchers introduce 'conceptual views' as a formal framework based on Formal Concept Analysis to globally explain neural networks. Testing on 24 ImageNet models and Fruits-360 datasets shows the framework can faithfully represent models, enable architecture comparison, and extract human-comprehensible rules from neurons.

AINeutralarXiv – CS AI · Mar 37/109
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The Lattice Representation Hypothesis of Large Language Models

Researchers propose the Lattice Representation Hypothesis, a new framework showing how large language models encode symbolic reasoning through geometric structures. The theory unifies continuous neural representations with formal logic by demonstrating that LLM embeddings naturally form concept lattices that enable symbolic operations through geometric intersections and unions.