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FairNNV: The Neural Network Verification Tool For Certifying Fairness
Ensuring fairness in machine learning (ML) is vital, especially as these models are
increasingly used in socially critical financial decision-making processes such as credit …
increasingly used in socially critical financial decision-making processes such as credit …
Induction with generalization in superposition reasoning
We describe an extension of automating induction in superposition-based reasoning by
strengthening inductive properties and generalizing terms over which induction should be …
strengthening inductive properties and generalizing terms over which induction should be …
Early verification of legal compliance via bounded satisfiability checking
Legal properties involve reasoning about data values and time. Metric first-order temporal
logic (MFOTL) provides a rich formalism for specifying legal properties. While MFOTL has …
logic (MFOTL) provides a rich formalism for specifying legal properties. While MFOTL has …
[PDF][PDF] Induction with recursive definitions in superposition
Functional programs over inductively defined data types, such as lists, binary trees and
naturals, can naturally be defined using recursive equations over recursive functions. In first …
naturals, can naturally be defined using recursive equations over recursive functions. In first …
CCLemma: E-Graph Guided Lemma Discovery for Inductive Equational Proofs
C Kurashige, R Ji, A Giridharan, M Barbone… - Proceedings of the …, 2024 - dl.acm.org
The problem of automatically proving the equality of terms over recursive functions and
inductive data types is challenging, as such proofs often require auxiliary lemmas which …
inductive data types is challenging, as such proofs often require auxiliary lemmas which …
Complete first-order reasoning for properties of functional programs
Several practical tools for automatically verifying functional programs (eg, Liquid Haskell
and Leon for Scala programs) rely on a heuristic based on unrolling recursive function …
and Leon for Scala programs) rely on a heuristic based on unrolling recursive function …
[PDF][PDF] Integer Induction in Saturation.
Integers are ubiquitous in programming and therefore also in applications of program
analysis and verification. Such applications often require some sort of inductive reasoning …
analysis and verification. Such applications often require some sort of inductive reasoning …
Towards a certified proof checker for deep neural network verification
Recent developments in deep neural networks (DNNs) have led to their adoption in safety-
critical systems, which in turn has heightened the need for guaranteeing their safety. These …
critical systems, which in turn has heightened the need for guaranteeing their safety. These …
Model-guided synthesis of inductive lemmas for FOL with least fixpoints
Recursively defined linked data structures embedded in a pointer-based heap and their
properties are naturally expressed in pure first-order logic with least fixpoint definitions (FO+ …
properties are naturally expressed in pure first-order logic with least fixpoint definitions (FO+ …
Some lessons learned in the industrialization of formal methods for financial algorithms
GO Passmore - Formal Methods: 24th International Symposium, FM …, 2021 - Springer
At Imandra Inc. we have pioneered the application of formal methods to financial algorithms
[3]. After nearly a decade of R&D and business development, our Imandra automated …
[3]. After nearly a decade of R&D and business development, our Imandra automated …