Security and privacy taxonomy for attacks and defenses in Federated Learning (FL) - arxiv.org/pdf/2508.13730 Federated Learning (FL) [6] has emerged as a powerful paradigm enabling multiple clients (local nodes, parties, participants) to train ML models collaboratively without sharing raw data. While FL enhances data privacy, it also introduces unique security and privacy challenges that do not exist in traditional centralized learning settings, including vulnerabilities exacerbated by non-IID (non-Independent and Identically Distributed) data, where client datasets exhibit statistical heterogeneity in label, feature, or quantity distributions. Non-IID data amplifies security risks such as poisoning attacks, as adversaries can exploit skewed local updates to manipulate the global model, and privacy risks like membership inference, where attackers inferparticipation of specific data points by exploiting distributional disparities. Authors: Daniel M. Jimenez-Gutierrez, Yelizaveta Falkouskaya, José L. Hernández-Ramos, @arisana, @ichatzi, @avitaletti #FederatedLearning #PrivacyPreservingML #AISecurity #RobustAggregation #DifferentialPrivacy #SecureAggregation #ByzantineResilience #BackdoorAttacks #NonIID #AdversarialML #HomomorphicEncryption #SecureMPC #EdgeAI #DistributedAI #FLFrameworks

The MPC Alliance is proud to welcome Copper as one of our newest members! mpcalliance.org/ @CopperHQ #SecureMPC, #cryptography, #DataSecurity

💼 Impact: #SecureMPC on #iExec has significant implications for industries handling sensitive data. It ensures privacy and confidentiality in collaborative environments, fostering trust and enabling new use cases that were previously hindered by privacy concerns.

This technology finds applications in scenarios like financial modeling, genetic research, and secure data analysis. #iExec #SecureMPC #PrivacyPreservation

How Confidential Space and Multi-Party Computation can help manage digital assets more securely and efficiently @googlecloud #secureMPC

ChainUp leverages Multi-Party Computation (MPC) to provide highly secure digital asset custody solutions & ensure clients’ trust newsdirect.com/news/chainup-… #secureMPC #blockchain #digitalassets

Cryptography is the past, present and future of Data Security and Privacy. Dr. Taher Elgamal explains the importance of cryptography and the role of MPC in the future of online security and data privacy👉 bit.ly/3G7O5Mc #secureMPC

Want to catch up on or revisit content from our MPC Data Privacy and Security Conference? You can watch all videos from the virtual event on demand here 👉bit.ly/3E3buf6 #secureMPC

💡Up next: Ben Savage from @Meta discusses a new framework for doing private measurement called Interoperable Private Attribution (IPA) #secureMPC

During the virtual MPC Data Privacy Summit you will have the opportunity to jump into our networking rooms hosted by our sponsors: @Meta, @cybernetica, @magnite, and @partisiampc Blockchain. Register FREE: bit.ly/3f5QviR #secureMPC

📣New speakers announced!! Check out our expert line up for MPC Data Privacy Summit! Register FREE: bit.ly/3f5QviR #secureMPC #dataprivacy

The agenda for the final instalment of the MPC Data Privacy Summit is available to view now! Take a look at what’s on and secure your FREE place! For more information, visit: bit.ly/3ROUAqr #secureMPC

With the likes of Jessica Ackerman, Director of Product Management at Magnite and Joshua Baron Program Manager (I2O) at DARPA taking part in our Data Privacy Summit, it’s an event you won’t want to miss! #secureMPC

Registration for the MPC Data Privacy Summit is now live! If you haven't yet signed up for the next episode in our 3-part MPC virtual conference series, then now is your chance to secure your place. Register here: bit.ly/3ROUAqr #secureMPC

Our MPC-based wallet provides the highest level of security for your digital assets. It makes it impossible for anyone without the necessary permissions to access your assets. Dm or Reach out to us at bitpowr.com/contact#contact let's tell you more. #securempc #cryptowallets

MPC Alliance is leading the adoption effort of MPC technology, accelerating wider uptake via cross-industry education and exploration of the unlimited possibilities and use cases enabled by MPC. #secureMPC

Want to catch up on or revisit content from our MPC Data Privacy and Security Conference back in October, you can watch all videos from the virtual event on demand here: mpcalliance.brighttalk.live/… #secureMPC #DataSecurity #DataPrivacy

We are excited to announce @anjuna_security as a new member of the MPC Alliance. Head over to their website to learn more about their Confidential Cloud software: anjuna.io/?hsLang=en #DataPrivacy #DataSecurity #secureMPC

ICYMI: MPC Alliance member, ZenGo is the 1st to announce #Web3 #crypto wallet secured by #MPC cryptonews.com/news/zengo-cr… #secureMPC

How does MPC work? @RosemanLabs explains more: rosemanlabs.com/mpc-explaine… #secureMPC