A symbolic approach to explaining bayesian network classifiers

A Shih, A Choi, A Darwiche - arxiv preprint arxiv:1805.03364, 2018 - arxiv.org
We propose an approach for explaining Bayesian network classifiers, which is based on
compiling such classifiers into decision functions that have a tractable and symbolic form …

On the reasons behind decisions

A Darwiche, A Hirth - ECAI 2020, 2020 - ebooks.iospress.nl
Recent work has shown that some common machine learning classifiers can be compiled
into Boolean circuits that have the same input-output behavior. We present a theory for …

[BOOK][B] Switching theory for logic synthesis

T Sasao - 2012 - books.google.com
Switching Theory for Logic Synthesis covers the basic topics of switching theory and logic
synthesis in fourteen chapters. Chapters 1 through 5 provide the mathematical foundation …

On the (complete) reasons behind decisions

A Darwiche, A Hirth - Journal of Logic, Language and Information, 2023 - Springer
Recent work has shown that the input-output behavior of some common machine learning
classifiers can be captured in symbolic form, allowing one to reason about the behavior of …

Formal verification of Bayesian network classifiers

A Shih, A Choi, A Darwiche - International Conference on …, 2018 - proceedings.mlr.press
A new approach was recently proposed for {\em explaining} the decisions made by
Bayesian network classifiers. This approach is based on first compiling a given classifier (ie …

Lazy man's logic synthesis

W Yang, L Wang, A Mishchenko - Proceedings of the International …, 2012 - dl.acm.org
Deriving a circuit for a Boolean function or improving an available circuit are typical tasks
solved by logic synthesis. Numerous algorithms in this area have been proposed and …

Knor: reactive synthesis using Oink

T van Dijk, F van Abbema, N Tomov - … on Tools and Algorithms for the …, 2024 - Springer
We present an innovative approach to the reactive synthesis of parity automaton
specifications, which plays a pivotal role in the synthesis of linear temporal logic. We find …

Using simulation and satisfiability to compute flexibilities in Boolean networks

A Mishchenko, JS Zhang, S Sinha… - … on Computer-Aided …, 2006 - ieeexplore.ieee.org
Simulation and Boolean satisfiability (SAT) checking are common techniques used in logic
verification. This paper shows how simulation and satisfiability (S&S) can be tightly …

Two-level logic minimization

O Coudert, T Sasao - KLUWER INTERNATIONAL SERIES IN …, 2002 - Springer
This chapter presents both exact and heuristic two-level logic minimization algorithms. For
exact logic minimization, it shows various techniques to reduce the complexity of covering …

A recursive paradigm to solve Boolean relations

D Baneres, J Cortadella, M Kishinevsky - Proceedings of the 41st annual …, 2004 - dl.acm.org
A recursive algorithm for solving Boolean relations is presented. It provides several features:
wide exploration of solutions, parametrizable cost function and efficiency. The experimental …