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cs.AI2026
Complete Identification of Deep ReLU Neural Networks by Many-Valued Logic
Yani Zhang, Helmut Bölcskei
Deep ReLU neural networks admit nontrivial functional symmetries: vastly different architectures and parameters (weights and biases) can realize the same function. We address the c…
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…