Sarah Kaleem (Prince Sultan University, PSU) Awais Ahmad (Imam Mohammad Ibn Saud Islamic University, IMSIU), Muhammad Babar (Prince Sultan University, PSU), Goutham Reddy Alavalapati (University of Illinois, Springfield)

This paper presents an integration of Federated Learning (FL) with Big Data Analytics (BDA) for Intelligent Transportation Systems (ITS). By leveraging the decentralized nature of FL, the framework enhances privacy, reduces latency, and improves scalability, addressing key limitations of traditional BDA approaches. This research demonstrates the potential of FL to revolutionize data analytics in ITS by enabling realtime applications and facilitating personalized insights. The key contributions of this research include the integration of FL with BDA to tackle traditional BDA challenges, the implementation of FL algorithms within the proposed integrated framework, and a comprehensive performance and scalability analysis. Additionally, the paper presents the development and validation of a specialized ITS dataset designed for FL environments. These contributions collectively highlight the transformative potential of FL in optimizing traffic management and public transportation systems through efficient and scalable data analytics. We demonstrate FL’s capability to efficiently manage and analyze ITS data while maintaining user privacy and scalability. Our findings reveal that FedProx achieved the highest global accuracy at 79.61%, surpassing FedSGD at 79.10% and FedAvg at 78.01%.

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Aleksei Stafeev (CISPA Helmholtz Center for Information Security), Tim Recktenwald (CISPA Helmholtz Center for Information Security), Gianluca De Stefano (CISPA Helmholtz Center for Information Security), Soheil Khodayari (CISPA Helmholtz Center for Information Security), Giancarlo Pellegrino (CISPA Helmholtz Center for Information Security)

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QMSan: Efficiently Detecting Uninitialized Memory Errors During Fuzzing

Matteo Marini (Sapienza University of Rome), Daniele Cono D'Elia (Sapienza University of Rome), Mathias Payer (EPFL), Leonardo Querzoni (Sapienza University of Rome)

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Youngwook Do (JPMorganChase and Georgia Institute of Technology), Tingyu Cheng (Georgia Institute of Technology and University of Notre Dame), Yuxi Wu (Georgia Institute of Technology and Northeastern University), HyunJoo Oh(Georgia Institute of Technology), Daniel J. Wilson (Northeastern University), Gregory D. Abowd (Northeastern University), Sauvik Das (Carnegie Mellon University)

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Designing and Evaluating a Testbed for the Matter Protocol:...

Ravindra Mangar (Dartmouth College) Jingyu Qian (University of Illinois), Wondimu Zegeye (Morgan State University), Abdulrahman AlRabah, Ben Civjan, Shalni Sundram, Sam Yuan, Carl A. Gunter (University of Illinois), Mounib Khanafer (American University of Kuwait), Kevin Kornegay (Morgan State University), Timothy J. Pierson, David Kotz (Dartmouth College)

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