Phillip Rieger

Publication Activity (10 Years)

Years Active: 2021-2024
Publications (10 Years): 21

Top Topics

Learning Process

Frequency Analysis

Mobile Platforms

Boltzmann Machine

Top Venues

IACR Cryptol. ePrint Arch.

USENIX Security Symposium

Publications

Constantin Völter, Timo Koppe, Phillip Rieger
Don't Buy the Pig in a Poke: Benchmarking DNNs Inference Performance before Development. HICSS (2024)
Huimin Li, Phillip Rieger, Shaza Zeitouni, Stjepan Picek, Ahmad-Reza Sadeghi
FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning. CoRR (2023)
Kavita Kumari, Phillip Rieger, Hossein Fereidooni, Murtuza Jadliwala, Ahmad-Reza Sadeghi
BayBFed: Bayesian Backdoor Defense for Federated Learning. CoRR (2023)
Hossein Fereidooni, Jan König, Phillip Rieger, Marco Chilese, Bora Gökbakan, Moritz Finke, Alexandra Dmitrienko, Ahmad-Reza Sadeghi
AuthentiSense: A Scalable Behavioral Biometrics Authentication Scheme using Few-Shot Learning for Mobile Platforms. CoRR (2023)
Phillip Rieger, Marco Chilese, Reham Mohamed, Markus Miettinen, Hossein Fereidooni, Ahmad-Reza Sadeghi
ARGUS: Context-Based Detection of Stealthy IoT Infiltration Attacks. CoRR (2023)
Huimin Li, Phillip Rieger, Shaza Zeitouni, Stjepan Picek, Ahmad-Reza Sadeghi
FLAIRS: FPGA-Accelerated Inference-Resistant & Secure Federated Learning. FPL (2023)
Jorge Castillo, Phillip Rieger, Hossein Fereidooni, Qian Chen, Ahmad Sadeghi
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks. ACSAC (2023)
Hossein Fereidooni, Alessandro Pegoraro, Phillip Rieger, Alexandra Dmitrienko, Ahmad-Reza Sadeghi
FreqFed: A Frequency Analysis-Based Approach for Mitigating Poisoning Attacks in Federated Learning. CoRR (2023)
Hossein Fereidooni, Jan König, Phillip Rieger, Marco Chilese, Bora Gökbakan, Moritz Finke, Alexandra Dmitrienko, Ahmad-Reza Sadeghi
AuthentiSense: A Scalable Behavioral Biometrics Authentication Scheme using Few-Shot Learning for Mobile Platforms. NDSS (2023)
Kavita Kumari, Phillip Rieger, Hossein Fereidooni, Murtuza Jadliwala, Ahmad-Reza Sadeghi
BayBFed: Bayesian Backdoor Defense for Federated Learning. SP (2023)
Jorge Castillo, Phillip Rieger, Hossein Fereidooni, Qian Chen, Ahmad Sadeghi
FLEDGE: Ledger-based Federated Learning Resilient to Inference and Backdoor Attacks. CoRR (2023)
Phillip Rieger, Marco Chilese, Reham Mohamed, Markus Miettinen, Hossein Fereidooni, Ahmad-Reza Sadeghi
ARGUS: Context-Based Detection of Stealthy IoT Infiltration Attacks. USENIX Security Symposium (2023)
Phillip Rieger, Thien Duc Nguyen, Markus Miettinen, Ahmad-Reza Sadeghi
DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection. CoRR (2022)
Phillip Rieger, Thien Duc Nguyen, Markus Miettinen, Ahmad-Reza Sadeghi
DeepSight: Mitigating Backdoor Attacks in Federated Learning Through Deep Model Inspection. NDSS (2022)
Hossein Fereidooni, Alexandra Dmitrienko, Phillip Rieger, Markus Miettinen, Ahmad-Reza Sadeghi, Felix Madlener
FedCRI: Federated Mobile Cyber-Risk Intelligence. NDSS (2022)
Thien Duc Nguyen, Phillip Rieger, Huili Chen, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Shaza Zeitouni, Farinaz Koushanfar, Ahmad-Reza Sadeghi, Thomas Schneider
FLAME: Taming Backdoors in Federated Learning. USENIX Security Symposium (2022)
Phillip Rieger, Torsten Krauß, Markus Miettinen, Alexandra Dmitrienko, Ahmad-Reza Sadeghi
Close the Gate: Detecting Backdoored Models in Federated Learning based on Client-Side Deep Layer Output Analysis. CoRR (2022)
Thien Duc Nguyen, Phillip Rieger, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Ahmad-Reza Sadeghi, Thomas Schneider, Shaza Zeitouni
FLGUARD: Secure and Private Federated Learning. CoRR (2021)
Thien Duc Nguyen, Phillip Rieger, Hossein Yalame, Helen Möllering, Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Ahmad-Reza Sadeghi, Thomas Schneider, Shaza Zeitouni
FLGUARD: Secure and Private Federated Learning. IACR Cryptol. ePrint Arch. 2021 (2021)
Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Helen Möllering, Thien Duc Nguyen, Phillip Rieger, Ahmad-Reza Sadeghi, Thomas Schneider, Hossein Yalame, Shaza Zeitouni
SAFELearn: Secure Aggregation for private FEderated Learning. IACR Cryptol. ePrint Arch. 2021 (2021)
Hossein Fereidooni, Samuel Marchal, Markus Miettinen, Azalia Mirhoseini, Helen Möllering, Thien Duc Nguyen, Phillip Rieger, Ahmad-Reza Sadeghi, Thomas Schneider, Hossein Yalame, Shaza Zeitouni
SAFELearn: Secure Aggregation for private FEderated Learning. SP Workshops (2021)