Konferenzveröffentlichung

Rieger, Phillip ; Krauß, Torsten ; Miettinen, Mark ; Dmitrienko, Alexandra ; Sadeghi, Ahmad-Reza (2024)
CrowdGuard: Federated Backdoor Detection in Federated Learning.
Network and Distributed Systems Security (NDSS) Symposium 2024. San Diego, USA (26.02.24-01.03.24)
doi: 10.14722/ndss.2024.23233
Konferenzveröffentlichung, Bibliographie

Fereidooni, Hossein ; Pegoraro, Alessandro ; Rieger, Phillip ; Dmitrienko, Alexandra ; Sadeghi, Ahmad-Reza (2024)
FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning.
Network and Distributed Systems Security (NDSS) Symposium 2024. San Diego, USA (26.02.2024 - 01.03.2024)
Konferenzveröffentlichung, Bibliographie

Völter, Constantin ; Koppe, Timo ; Rieger, Phillip (2024)
Don't Buy the Pig in a Poke: Benchmarking DNNs Inference Performance before Development.
Proceedings of the 57th Hawaii International Conference on System Sciences. Hawaii, O‘ahu (03.01.2024-03.01.2024)
Konferenzveröffentlichung, Bibliographie

Castillo, Jorge ; Rieger, Phillip ; Fereidooni, Hossein ; Chen, Qian ; Sadeghi, Ahmad-Reza (2023)
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks.
39th Annual Computer Security Applications Conference (ACSAC'23). Austin, USA (04.12.2023 - 08.12.2023)
doi: 10.1145/3627106.3627194
Konferenzveröffentlichung, Bibliographie

Li, Huimin ; Rieger, Phillip ; Zeitouni, Shaza ; Picek, Stjepan ; Sadeghi, Ahmad-Reza (2023)
FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning.
33rd International Conference on Field-Programmable Logic and Applications. Gothenburg, Sweden (04.09.2023-08.09.2023)
doi: htps://doi.org/10.1109/FPL60245.2023.00046
Konferenzveröffentlichung, Bibliographie

Rieger, Phillip ; Chilese, Marco ; Mohamed, Reham ; Miettinen, Markus ; Fereidooni, Hossein ; Sadeghi, Ahmad-Reza (2023)
ARGUS: Context-Based Detection of Stealthy IoT Infiltration Attacks.
32nd USENIX Security Symposium. Anaheim, USA (09.08.2023-11.08.2023)
Konferenzveröffentlichung, Bibliographie

Kumari, Kavita ; Rieger, Phillip ; Fereidooni, Hossein ; Jadliwala, Murtuza ; Sadeghi, Ahmad-Reza (2023)
BayBFed: Bayesian Backdoor Defense for Federated Learning.
44th IEEE Symposium on Security and Privacy. San Francisco, USA (22.05.2023-25.05.2023)
doi: 10.1109/SP46215.2023.10179362
Konferenzveröffentlichung, Bibliographie

Fereidooni, Hossein ; König, Jan ; Rieger, Phillip ; Chilese, Marco ; Goekbakan, Bora ; Finke, Moritz ; Dmitrienko, Alexandra ; Sadeghi, Ahmad-Reza (2023)
AuthentiSense: A Scalable Behavioral Biometrics Authentication Scheme using Few-Shot Learning for Mobile Platforms.
Network and Distributed Systems Security (NDSS) Symposium 2023. San Diego, USA (27.02.2023-03.03.2023)
doi: 10.14722/ndss.2023.23194
Konferenzveröffentlichung, Bibliographie

Rieger, Phillip ; Nguyen, Thien Duc ; Miettinen, Markus ; Sadeghi, Ahmad-Reza (2022)
DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection.
Network and Distributed Systems Security (NDSS) Symposium 2022. San Diego, USA (24.04.2022-28.04.2022)
doi: 10.14722/ndss.2022.23156
Konferenzveröffentlichung, Bibliographie

Nguyen, Thien Duc ; Rieger, Phillip ; Chen, Huili ; Yalame, Mohammad Hossein ; Möllering, Helen ; Fereidooni, Hossein ; Marchal, Samuel ; Miettinen, Markus ; Mirhoseini, Azalia ; Zeitouni, Shaza ; Koushanfar, Farinaz ; Sadeghi, Ahmad-Reza ; Schneider, Thomas (2022)
FLAME: Taming Backdoors in Federated Learning.
31st USENIX Security Symposium (USENIX Security 22). Boston, USA (10.08.2022-12.08.2022)
Konferenzveröffentlichung, Bibliographie

Fereidooni, Hossein ; Dmitrienko, Alexandra ; Rieger, Phillip ; Miettinen, Markus ; Sadeghi, Ahmad-Reza ; Madlener, Felix (2022)
FedCRI: Federated Mobile Cyber-Risk Intelligence.
Network and Distributed Systems Security (NDSS) Symposium 2022. San Diego, USA (24.04.2022-28.04.2022)
doi: 10.14722/ndss.2022.23153
Konferenzveröffentlichung, Bibliographie

Fereidooni, Hossein ; Marchal, Samuel ; Miettinen, Markus ; Mirhoseini, Azalia ; Möllering, Helen ; Nguyen, Thien Duc ; Rieger, Phillip ; Sadeghi, Ahmad-Reza ; Schneider, Thomas ; Yalame, Mohammad Hossein ; Zeitouni, Shaza (2021)
SAFELearn: Secure Aggregation for private FEderated Learning.
4th Deep Learning and Security Workshop (DLS'21). virtual Conference (27.05.2021-27.05.2021)
Konferenzveröffentlichung, Bibliographie

Nguyen, Thien Duc ; Rieger, Phillip ; Miettinen, Markus ; Sadeghi, Ahmad-Reza (2020)
Poisoning Attacks on Federated Learning-based IoT Intrusion Detection System.
Workshop on Decentralized IoT Systems and Security (DISS) @ NDSS Symposium 2020. San Diego, USA (23.02.2020-26.02.2020)
Konferenzveröffentlichung, Bibliographie

Report

Nguyen, Thien Duc ; Rieger, Phillip ; Yalame, Mohammad Hossein ; Möllering, Helen ; Fereidooni, Hossein ; Marchal, Samuel ; Miettinen, Markus ; Mirhoseini, Azalia ; Sadeghi, Ahmad-Reza ; Schneider, Thomas ; Zeitouni, Shaza (2021)
FLGUARD: Secure and Private Federated Learning.
Report, Bibliographie