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@@ -4,16 +4,37 @@ description: WIP tool to prove NNEQ using Interaction Nets as pre-processor fo m authors: ericmarin categories: research created: 2026-03-14T09:21:24 -updated: 2026-03-21T11:53:27 +updated: 2026-03-25T09:32:43 version: 1.1.1 @end * TODO - - (?) Scalability: Added cache for already processed NN. Inpla is the bottleneck but now I removed most of the limits. - - (x) Soundness of translated NN: {:proof.norg:}[PROOF] - - (x) Compatibility with other types of NN: Added support for ONNX format. For now only GEMM and ReLU operations are implemented. - - ( ) Comparison with other tool ({https://github.com/NeuralNetworkVerification/Marabou}[Marabou], {https://github.com/guykatzz/ReluplexCav2017}[Reluplex]) - - ( ) Add Range agent to enable ReLU optimization + - (!) Scalability: + Added cache for already processed NN. + Removed limits from Inpla, but it runs slow on big NN because of parsing overhead. + *I should write a Reduction Engine in Rust with a Work Stealing Queue to be more flexible.* + + - (x) Soundness of translated NN: + Translation from NN to IN and the Interaction Rules are proved {:proof.norg:}[here]. + + - (x) Compatibility with other types of NN: + Added support for ONNX format. + Operations: Gemm, ReLU, Flatten, Reshape, Matmul. + + - (+) Comparison with other tool ({https://github.com/NeuralNetworkVerification/Marabou}[Marabou], {https://github.com/guykatzz/ReluplexCav2017}[Reluplex]): + My tool is just a pre-processor that takes an NN, optimizes it using IN and converts in a format for SMT solvers. + Marabou and Reluplex are solvers and this tool could be used WITH them. + DeePoly/Marabou-Preprocessor: numeric bound tightening, lossy and heuristic. + ONNX-Simplifier: just folds constants. + Neurify: symbolic bound tightening (similar to the Range agent). Doesn't use a solver + + - (!) Add Range agent to enable ReLU optimization: + + - ( ) Merging Linear packets of the same variable when Adding: + + ~ Completare passo induttivo dimostrazione + ~ 2 Reti uguali NOTE + ~ 1 Rete grande NOTE * Agents ** Built-in |