Ansuman Banerjee
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| title | conference | date |
|---|---|---|
| Modeling and Verification of Sigma Delta Neural Networks using Satisfiability Modulo(…) | LCTES 2025 | 2025-06-16 |
Presents an SMT encoding of SDNNs that models rounding, delta and sigma operations, derives per-neuron interval bounds to prune the search, and encodes an… | ||
| SMT-Based Modeling and Verification of Spiking Neural Networks: A Case Study | VMCAI 2023 | 2023-01-15 |
SMT encoding models LIF neurons with Linear Real Arithmetic and runs on Z3 plus SNN Torch to verify properties and adversarial robustness on IRIS and MNIST… | ||
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