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Mugur Marculescu

1 paper indexed

openalexZenodo (CERN European Organization for Nuclear Research)2026-07-24

Labels as Computational Primitives: Compiling Neural Networks from Language in Graph Compute Substrates

Mugur Marculescu

Neural networks are extraordinarily effective and almost entirely opaque: their competence is real but unreadable, and adapting them means retraining usually via a data-center process, not something that happens in the moment, in context. Symbolic systems are the inverse, legible…

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