Federated Learning News Today

For businesses, getting the biggest ROI from collected data requires strategic, updated data management strategies.

Recent studies have demonstrated that backdoor attacks can cause a significant security threat to federated learning. Existing defense methods mainly focus on detecting or eliminating the backdoor patterns after the model is backdoored. However, these methods either cause model performance degradation or heavily rely on impractical assumptions, such as labeled clean data, which exhibit limited effectiveness in federated learning. To this end, we propose FLPurifier, a novel backdoor defense metho...

Federated learning (FL), as a machine learning framework, has garnered substantial attention from researchers in recent years. FL makes it possible to train a global model through coordination by a central server while ensuring the privacy of data on individual edge devices. However, the data on edge devices that participate in FL training are not independently and identically distributed (IID), resulting in challenges related to heterogeneity data. In this paper, we introduce the challenges gen...

PALO ALTO, Calif.--(BUSINESS WIRE)--Apr 30, 2024--

Google Chrome is starting to block third-party cookies and replace them with a suite of APIs. We look at what this means for our online data.

Google is going to permanently eliminate so-called third-party cookies starting in September of this year. They have been a ubiquitous tool on the web for decades and are used to track user behaviour across multiple pages, facilitating, for example, the personalisation of advertising. Thus, its progressive disappearance will have repercussions on the ecosystem of SMEs

One of the key trends shaping the NLP market is the rise of contextual understanding. Traditional NLP models have primarily focused on processing individual words or phrases, but advancements in deep learning techniques have enabled systems to comprehend the context in which language is used, leading to more accurate and nuanced interpretations.

By selecting tech-forward partners and retooling analytics, marketers can navigate this landscape successfully, ensuring both effective advertising and user privacy.

FinSMEs is the financial news site dedicated to covering venture capital, private equity, and merger and acquisition deals in real time!

Ram Yeleswarapu leads Indegene's clinical solutions team, with more than two decades of experience in the CRO category.