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Paolo Tonella

An Empirical Study of Fault Localisation Techniques for Deep Learning

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Dec 17, 2024
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Predicting Safety Misbehaviours in Autonomous Driving Systems using Uncertainty Quantification

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Apr 29, 2024
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Reinforcement Learning for Online Testing of Autonomous Driving Systems: a Replication and Extension Study

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Mar 20, 2024
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Boundary State Generation for Testing and Improvement of Autonomous Driving Systems

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Jul 20, 2023
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Testing of Deep Reinforcement Learning Agents with Surrogate Models

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May 22, 2023
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Two is Better Than One: Digital Siblings to Improve Autonomous Driving Testing

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May 14, 2023
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Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural Networks

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Apr 05, 2023
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When and Why Test Generators for Deep Learning Produce Invalid Inputs: an Empirical Study

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Dec 21, 2022
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Uncertainty Quantification for Deep Neural Networks: An Empirical Comparison and Usage Guidelines

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Dec 14, 2022
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A Forgotten Danger in DNN Supervision Testing: Generating and Detecting True Ambiguity

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Jul 21, 2022
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