Understanding the resilience of neural network ensembles against faulty training data A Chan, N Narayanan, A Gujarati, K Pattabiraman, S Gopalakrishnan 2021 IEEE 21st International Conference on Software Quality, Reliability and …, 2021 | 14 | 2021 |
The Fault in Our Data Stars: Studying Mitigation Techniques against Faulty Training Data in Machine Learning Applications A Chan, A Gujarati, K Pattabiraman, S Gopalakrishnan 2022 52nd Annual IEEE/IFIP International Conference on Dependable Systems …, 2022 | 13 | 2022 |
LLTFI: Framework Agnostic Fault Injection for Machine Learning Applications (Tools and Artifact Track) UK Agarwal, A Chan, K Pattabiraman 2022 IEEE 33rd International Symposium on Software Reliability Engineering …, 2022 | 12 | 2022 |
IPA: Error Propagation Analysis of Multi-Threaded Programs using Likely Invariants A Chan, S Winter, H Saissi, K Pattabiraman, N Suri 2017 IEEE International Conference on Software Testing, Verification and …, 2017 | 11 | 2017 |
Resilience assessment of large language models under transient hardware faults UK Agarwal, A Chan, K Pattabiraman 2023 IEEE 34th International Symposium on Software Reliability Engineering …, 2023 | 7 | 2023 |
Mixed precision support in HPC applications: What about reliability? A Netti, Y Peng, P Omland, M Paulitsch, J Parra, G Espinosa, U Agarwal, ... Journal of Parallel and Distributed Computing 181, 104746, 2023 | 4 | 2023 |
Towards Reliability Assessment of Systolic Arrays against Stuck-at Faults UK Agarwal, A Chan, A Asgari, K Pattabiraman 2023 53rd Annual IEEE/IFIP International Conference on Dependable Systems …, 2023 | 3 | 2023 |
Automated Program Diversity Using Program Synthesis A Chan 2017 47th Annual IEEE/IFIP International Conference on Dependable Systems …, 2017 | 3 | 2017 |
Evaluating the Effect of Common Annotation Faults on Object Detection Techniques A Chan, A Gujarati, K Pattabiraman, S Gopalakrishnan 2023 IEEE 34th International Symposium on Software Reliability Engineering …, 2023 | 1 | 2023 |
(wip) LLTFI: Low-level tensor fault injector A Chan, UK Agarwal, K Pattabiraman 2021 IEEE International Symposium on Software Reliability Engineering …, 2021 | 1 | 2021 |
Tutorial: LLTFI and the Art of Fault Injection K Pattabiraman, A Chan 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems …, 2024 | | 2024 |
Harnessing Explainability to Improve ML Ensemble Resilience A Chan, A Gujarati, K Pattabiraman, S Gopalakrishnan 2024 54th Annual IEEE/IFIP International Conference on Dependable Systems …, 2024 | | 2024 |
Error Propagation Analysis for Multithreaded Programs: An Empirical Approach S Winter, A Chan, H Saissi, K Pattabiraman, N Suri arXiv preprint arXiv:2312.16791, 2023 | | 2023 |
Building Resilient ML Applications using Ensembles against Faulty Training Data A Chan 2023 IEEE 34th International Symposium on Software Reliability Engineering …, 2023 | | 2023 |
Towards Building Resilient Ensembles against Training Data Faults A Chan, A Gujarati, K Pattabiraman, S Gopalakrishnan 2022 52nd Annual IEEE/IFIP International Conference on Dependable Systems …, 2022 | | 2022 |
Extending the LLFI tool to support compilation of project files A Chan | | 2014 |
An investigation into south campus storm water catchment and filtration technology C Horkoff, M Lejay, A Chan, MCA Liu | | 2013 |
Hierarchical Unlearning Framework for Multi-Class Classification A Chan, A Gujarati, K Pattabiraman, S Gopalakrishnan NeurIPS 2024 Workshop on Fine-Tuning in Modern Machine Learning: Principles …, 0 | | |
Message from the Tutorial Chairs A Chan | | |
2024 54th Annual IEEE/IFIP International Conference on Dependable Systems and Networks-Supplemental Volume (DSN-S)| 979-8-3503-9570-9/24/$31.00© 2024 IEEE| DOI: 10.1109/DSN … N Abe, A Anwar, S Bagchi, F Bagehorn, G Bai, A Bandarupalli, ... | | |