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Phillip Rieger
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FLAME: Taming Backdoors in Federated Learning
TD Nguyen, P Rieger, H Chen, H Yalame, H Möllering, H Fereidooni, ...
31st USENIX Security Symposium (USENIX Security 22), 0
233*
SAFELearn: Secure Aggregation for private FEderated Learning
H Fereidooni, S Marchal, M Miettinen, A Mirhoseini, H Möllering, ...
2021 IEEE Security and Privacy Workshops (SPW), 56-62, 2021
1532021
Poisoning Attacks on Federated Learning-based IoT Intrusion Detection System
TD Nguyen, P Rieger, M Miettinen, AR Sadeghi
NDSS Workshop on Decentralized IoT Systems and Security, 2020
1342020
DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection
P Rieger, TD Nguyen, M Miettinen, AR Sadeghi
Network and Distributed Systems Security (NDSS) Symposium, 2022
882022
FedCRI: Federated Mobile Cyber-Risk Intelligence
H Fereidooni, A Dmitrienko, P Rieger, M Miettinen, AR Sadeghi, ...
Network and Distributed Systems Security (NDSS) Symposium, 2022
112022
BayBFed: Bayesian Backdoor Defense for Federated Learning
K Kumari, P Rieger, H Fereidooni, M Jadliwala, AR Sadeghi
2023 IEEE Symposium on Security and Privacy (SP), 1747-1764, 2022
102022
Crowdguard: Federated backdoor detection in federated learning
P Rieger, T Krauß, M Miettinen, A Dmitrienko, AR Sadeghi
NDSS, 2024
8*2024
ARGUS: Context-Based Detection of Stealthy IoT Infiltration Attacks
P Rieger, M Chilese, R Mohamed, M Miettinen, H Fereidooni, AR Sadeghi
32nd USENIX Security Symposium (USENIX Security 23), 2023
62023
AuthentiSense: A Scalable Behavioral Biometrics Authentication Scheme using Few-Shot Learning for Mobile Platforms
H Fereidooni, J König, P Rieger, M Chilese, B Gökbakan, M Finke, ...
Network and Distributed System Security (NDSS) Symposium 2023, 2023
42023
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks
J Castillo, P Rieger, H Fereidooni, Q Chen, A Sadeghi
Proceedings of the 39th Annual Computer Security Applications Conference …, 2023
32023
FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning
H Li, P Rieger, S Zeitouni, S Picek, AR Sadeghi
2023 33rd International Conference on Field-Programmable Logic and …, 2023
32023
BAFFLE: Towards resolving federated learning’s dilemma-thwarting backdoor and inference attacks
TD Nguyen, P Rieger, H Yalame, H Möllering, H Fereidooni, S Marchal, ...
12021
Don't Buy the Pig in a Poke: Benchmarking DNNs Inference Performance before Development
C Völter, T Koppe, P Rieger
2024
FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning
H Fereidooni, A Pegoraro, P Rieger, A Dmitrienko, AR Sadeghi
arXiv preprint arXiv:2312.04432, 2023
2023
Advanced Attacks and Protection Mechanisms in IoT Devices and Networks
L Batina, N Mentens, M Miettinen, N Mukhtar, T Duc Nguyen, ...
Security and Privacy in the Internet of Things: Architectures, Techniques …, 2021
2021
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