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cs.AI2026
Complete Identification of Deep ReLU Networks through Łukasiewicz Logic
Yani Zhang, Helmut Bölcskei
Two deep ReLU networks can have entirely different architectures and parameters, yet realize the same function. We provide a complete characterization of this nonuniqueness. This i…
cs.AI2024
Cellular automata, many-valued logic, and deep neural networks
Yani Zhang, Helmut Bölcskei
We develop a theory characterizing the fundamental capability of deep neural networks to learn, from evolution traces, the logical rules governing the behavior of cellular automata…