Search Results for author: Louis Rustenholz

Found 2 papers, 0 papers with code

A Machine Learning-based Approach for Solving Recurrence Relations and its use in Cost Analysis of Logic Programs

no code implementations11 May 2024 Louis Rustenholz, Maximiliano Klemen, Miguel Ángel Carreira-Perpiñán, Pedro López-García

Such recurrence solving is a bottleneck in current tools: many of the recurrences that arise during the analysis cannot be solved with state-of-the-art solvers, including Computer Algebra Systems (CASs), so that specific methods for different classes of recurrences need to be developed.

Symbolic Regression

Static analysis of ReLU neural networks with tropical polyhedra

no code implementations30 Jul 2021 Eric Goubault, Sébastien Palumby, Sylvie Putot, Louis Rustenholz, Sriram Sankaranarayanan

This paper studies the problem of range analysis for feedforward neural networks, which is a basic primitive for applications such as robustness of neural networks, compliance to specifications and reachability analysis of neural-network feedback systems.

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