Tootfinder

heise | Mieze allein zu Haus: So viel Katzenbetreuung geht aus dem Urlaub
In den Urlaub dürfen die Miezen zwar nicht mit, dank Futterautomat, smartem Katzenbrunnen und Security-Kamera kümmert man sich trotzdem um ihr Wohlergehen.

Privacy-Preserving Federated Learning against Malicious Clients Based on Verifiable Functional Encryption
Nina Cai, Jinguang Han
https://arxiv.org/abs/2506.12846

Privacy-Preserving Federated Learning against Malicious Clients Based on Verifiable Functional Encryption
Federated learning is a promising distributed learning paradigm that enables collaborative model training without exposing local client data, thereby protect data privacy. However, it also brings new threats and challenges. The advancement of model inversion attacks has rendered the plaintext transmission of local models insecure, while the distributed nature of federated learning makes it particularly vulnerable to attacks raised by malicious clients. To protect data privacy and prevent malici…

Optimizing Federated Learning using Remote Embeddings for Graph Neural Networks
Pranjal Naman, Yogesh Simmhan
https://arxiv.org/abs/2506.12425 https://

Optimizing Federated Learning using Remote Embeddings for Graph Neural Networks
Graph Neural Networks (GNNs) have experienced rapid advancements in recent years due to their ability to learn meaningful representations from graph data structures. Federated Learning (FL) has emerged as a viable machine learning approach for training a shared model on decentralized data, addressing privacy concerns while leveraging parallelism. Existing methods that address the unique requirements of federated GNN training using remote embeddings to enhance convergence accuracy are limited by…

Want an #FreeSoftware on iOS and iPadOS via an independend app store like #Fdroid for Android: Help https://appfair.org/…

Latency Optimization for Wireless Federated Learning in Multihop Networks
Shaba Shaon, Van-Dinh Nguyen, Dinh C. Nguyen
https://arxiv.org/abs/2506.12081 htt…

Latency Optimization for Wireless Federated Learning in Multihop Networks
In this paper, we study a novel latency minimization problem in wireless federated learning (FL) across multi-hop networks. The system comprises multiple routes, each integrating leaf and relay nodes for FL model training. We explore a personalized learning and adaptive aggregation-aware FL (PAFL) framework that effectively addresses data heterogeneity across participating nodes by harmonizing individual and collective learning objectives. We formulate an optimization problem aimed at minimizin…

And yes, please, please, please view anyone raising money to expose some theoretical 2024 election tampering as a Steinesque grifter. They are conning you. And they are more likely than not conning you to fund some right-wing benefactor holding their puppet strings — or at best they’re just an old-fashioned charlatan. Ignore.
/end
https://federate.social/@mattblaze/114684153991038814

EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning
Zhiqiang Li, Haiyong Bao, Menghong Guan, Hao Pan, Cheng Huang, Hong-Ning Dai
https://arxiv.org/abs/2506.13612

EBS-CFL: Efficient and Byzantine-robust Secure Clustered Federated Learning
Despite federated learning (FL)'s potential in collaborative learning, its performance has deteriorated due to the data heterogeneity of distributed users. Recently, clustered federated learning (CFL) has emerged to address this challenge by partitioning users into clusters according to their similarity. However, CFL faces difficulties in training when users are unwilling to share their cluster identities due to privacy concerns. To address these issues, we present an innovative Efficient and R…

Randi Weingarten, the longtime leader of one of the nation’s most influential labor unions and a major voice in Democratic politics,
has resigned from the Democratic National Committee.
She pointed to disagreements with the party’s new chairman, Ken Martin.
Ms. Weingarten, the president of the American Federation of Teachers, had supported Mr. Martin’s rival in the chairmanship race early this year,
Ben Wikler, the chairman of the Wisconsin Democratic Party.
Mr. …

Randi Weingarten Quits D.N.C. Post in Dispute With Chairman
In a letter to the party’s chairman, Ken Martin, Ms. Weingarten wrote, “I appear to be out of step with the leadership you are forging.”

Did you notice Trump's birthday military parade once again featured the Creedence Clearwater Revival song, "Fortunate Son"?
Here's singer John Fogerty's explanation of how the song is about his frustrations of being drafted into Vietnam while watching rich kids dodge the draft (like Trump did): “He IS the fortunate son”
#trump

As much as I’d love to believe that the 2024 election results were the result of covert ballot tampering, I land in @…’s camp here. Extraordinary claims require extraordinary evidence, and the evidence here isn’t extraordinary. It isn’t even passing.
Sorry. I’d love to believe it. But I don’t.
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