Tootfinder

PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
Yi Liu, Yang Liu, Leqian Zheng, Jue Hong, Junjie Shi, Qingyou Yang, Ye Wu, Cong Wang
https://arxiv.org/abs/2510.12494

PubSub-VFL: Towards Efficient Two-Party Split Learning in Heterogeneous Environments via Publisher/Subscriber Architecture
With the rapid advancement of the digital economy, data collaboration between organizations has become a well-established business model, driving the growth of various industries. However, privacy concerns make direct data sharing impractical. To address this, Two-Party Split Learning (a.k.a. Vertical Federated Learning (VFL)) has emerged as a promising solution for secure collaborative learning. Despite its advantages, this architecture still suffers from low computational resource utilization…

"A key principle of PKM is that no one has the right answer, but together we can create better ways of understanding complex systems. We each need to find others who are sharing their knowledge flow and in turn contribute our own. It’s not about being a better digital librarian, it’s about becoming a participating member of a networked organization, economy and society."
@…

“More music is being released today (in a single day) than was released in the calendar year of 1989,” Page explained.
“More of that music is being done by artists themselves, meaning there’s even more demand for music production software.”
It’s true,
the rise in musicians goes hand-in-hand with the rise of music-making software and music-distributing platforms.
Now that making high-quality recordings is possible from the palm of your hand
— and sharing them i…

In 2024, More Music Is Released in a Day Than in All of 1989 Combined
As more music is being made than ever before, the music industry economy is rapidly changing. In 2024, More Music Is Released in a Day Than in All of 1989...

Product Digital Twin Supporting End-of-life Phase of Electric Vehicle Batteries Utilizing Product-Process-Resource Asset Network
Sara Strakosova, Petr Novak, Petr Kadera
https://arxiv.org/abs/2510.02167

Product Digital Twin Supporting End-of-life Phase of Electric Vehicle Batteries Utilizing Product-Process-Resource Asset Network
In the context of the circular economy, products in their end-of-life phase should be either remanufactured or recycled. Both of these processes are crucial for sustainability and environmental conservation. However, manufacturers often do not support these processes enough by not sharing relevant data. This paper proposes use of a digital twin technology, which is capable to help optimizing the disassembly processes to reduce ecological impact and enhance sustainability. The proposed approach …