Testing machine learning based systems: a systematic mapping V Riccio, G Jahangirova, A Stocco, N Humbatova, M Weiss, P Tonella Empirical Software Engineering 25, 5193-5254, 2020 | 224 | 2020 |
Misbehaviour prediction for autonomous driving systems A Stocco, M Weiss, M Calzana, P Tonella Proceedings of the ACM/IEEE 42nd international conference on software …, 2020 | 161 | 2020 |
Simple techniques work surprisingly well for neural network test prioritization and active learning (replicability study) M Weiss, P Tonella Proceedings of the 31st ACM SIGSOFT International Symposium on Software …, 2022 | 44 | 2022 |
Fail-safe execution of deep learning based systems through uncertainty monitoring M Weiss, P Tonella 2021 IEEE 14th International Conference on Software Testing, Validation and …, 2021 | 36 | 2021 |
Sats: A universal spectrum auction test suite M Weiss, B Lubin, S Seuken Proceedings of the 16th Conference on Autonomous Agents and MultiAgent …, 2017 | 34 | 2017 |
Uncertainty-Wizard: Fast and User-Friendly Neural Network Uncertainty Quantification M Weiss, P Tonella 2021 IEEE 14th International Conference on Software Testing, Validation and …, 2021 | 22 | 2021 |
The Power of Local Manipulation Strategies in Assignment Mechanisms. T Mennle, M Weiss, B Philipp, S Seuken IJCAI, 82-89, 2015 | 22 | 2015 |
A review and refinement of surprise adequacy M Weiss, R Chakraborty, P Tonella 2021 IEEE/ACM Third International Workshop on Deep Learning for Testing and …, 2021 | 17 | 2021 |
Uncertainty quantification for deep neural networks: An empirical comparison and usage guidelines M Weiss, P Tonella Software Testing, Verification and Reliability 33 (6), e1840, 2023 | 8 | 2023 |
Generating and detecting true ambiguity: a forgotten danger in DNN supervision testing M Weiss, AG Gómez, P Tonella Empirical Software Engineering 28 (6), 146, 2023 | 7* | 2023 |
CheapET-3: cost-efficient use of remote DNN models M Weiss Proceedings of the 30th ACM Joint European Software Engineering Conference …, 2022 | 1 | 2022 |
Predicting Safety-Critical Misbehaviours in Autonomous Driving Systems using Autoencoders A Stocco, M Weiss, M Calzana, P Tonella ICSE 2020 Posters-track, 2020 | 1 | 2020 |
Adopting Two Supervisors for Efficient Use of Large-Scale Remote Deep Neural Networks M Weiss, P Tonella ACM Transactions on Software Engineering and Methodology 33 (1), 1-29, 2023 | | 2023 |