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Workshop
Reconciling Security and Communication Efficiency in Federated Learning
Karthik Prasad · Sayan Ghosh · Graham Cormode · Ilya Mironov · Ashkan Yousefpour · Pierre STOCK
Workshop
A Secure Aggregation for Federated Learning on Long-Tailed Data
Yanna Jiang · Baihe Ma · Xu Wang · Guangsheng Yu · Caijun Sun · Wei Ni · Ren Ping Liu
Workshop
Benchmarking the Effect of Poisoning Defenses on the Security and Bias of the Final Model
Nathalie Baracaldo · Kevin Eykholt · Farhan Ahmed · Yi Zhou · Shriti Priya · Taesung Lee · Swanand Kadhe · Yusong Tan · Sridevi Polavaram · Sterling Suggs
Workshop
Class-wise Domain Generalization: A Novel Framework for Evaluating Distributional Shift
Sarath Sivaprasad · Akshay Goindani · Mario Fritz · Vineet Gandhi
Affinity Workshop
Security, IP protection, Privacy on Federated Learning and Machine Learning Edge Devices
Mahdieh Grailoo
Workshop
Fri 7:50 LightVeriFL: Lightweight and Verifiable Secure Federated Learning
Baturalp Buyukates · Jinhyun So · Hessam Mahdavifar · Salman Avestimehr
Workshop
Sat 8:00 Invited Talk: Peter Kairouz - The Fundamental Price of Secure Aggregation in Differentially Private Federated Learning
Peter Kairouz
Workshop
Fri 6:55 Security in production machine learning systems
Alejandro Saucedo
Workshop
Fri 6:40 Privacy Panel
Mario Fritz · Katrina Ligett · Vamsi Potluru · Shuai Tang
Workshop
Sat 6:45 Spotlight: Anomaly Detection in Multiplex Dynamic Networks: from Blockchain Security to Brain Disease Prediction
Ali Behrouz · Margo Seltzer
Workshop
Fri 8:15 Keynote 4: Designing AI Systems for Digital Well-Being. Asia Biega, Max Planck Institute for Security and Privacy (MPI-SP), Germany.