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07/12/2023
Towards a Certified Proof Checker for Deep Neural Network Verification
Recent developments in deep neural networks (DNNs) have led to their ado...
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05/06/2023
ANTONIO: Towards a Systematic Method of Generating NLP Benchmarks for Verification
Verification of machine learning models used in Natural Language Process...
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03/19/2023
Logic of Differentiable Logics: Towards a Uniform Semantics of DL
Differentiable logics (DL) have recently been proposed as a method of tr...
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07/21/2022
CheckINN: Wide Range Neural Network Verification in Imandra (Extended)
Neural networks are increasingly relied upon as components of complex sa...
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07/14/2022
Differentiable Logics for Neural Network Training and Verification
The rising popularity of neural networks (NNs) in recent years and their...
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06/21/2022
Why Robust Natural Language Understanding is a Challenge
With the proliferation of Deep Machine Learning into real-life applicati...
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05/19/2022
Neural Networks in Imandra: Matrix Representation as a Verification Choice
The demand for formal verification tools for neural networks has increas...
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05/24/2021
Actions You Can Handle: Dependent Types for AI Plans
Verification of AI is a challenge that has engineering, algorithmic and ...
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04/03/2021
Property-driven Training: All You (N)Ever Wanted to Know About
Neural networks are known for their ability to detect general patterns i...
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08/10/2020
Proof-Carrying Plans: a Resource Logic for AI Planning
Recent trends in AI verification and Explainable AI have raised the ques...
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08/09/2020
The New Normal: We Cannot Eliminate Cuts in Coinductive Calculi, But We Can Explore Them
In sequent calculi, cut elimination is a property that guarantees that a...
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07/02/2019
Neural Network Verification for the Masses (of AI graduates)
Rapid development of AI applications has stimulated demand for, and has ...
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03/18/2019
Coinductive Uniform Proofs
Coinduction occurs in two guises in Horn clause logic: in proofs of circ...
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11/19/2018
Coinduction in Uniform: Foundations for Corecursive Proof Search with Horn Clauses
We establish proof-theoretic, constructive and coalgebraic foundations f...
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09/14/2017
Structural Resolution for Abstract Compilation of Object-Oriented Languages
We propose abstract compilation for precise static type analysis of obje...
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09/13/2017
Proceedings of the First Workshop on Coalgebra, Horn Clause Logic Programming and Types
The Workshop on Coalgebra, Horn Clause Logic Programming and Types was h...
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05/12/2017
Proof Mining with Dependent Types
Several approaches exist to data-mining big corpora of formal proofs. So...
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01/25/2013
Recycling Proof Patterns in Coq: Case Studies
Development of Interactive Theorem Provers has led to the creation of bi...
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12/14/2012