federated learning

Attention in Brazil is turning to federal deputy races, with voters searching for information about candidates in the PL party. Election coverage is driving interest in who is running, with outlets such as CNN Brasil publishing lists of candidates for state and federal deputy positions in states like São Paulo, including for parties such as PSOL, as voters seek to learn who is on the ballot.

A federal judge has ruled that immigrants in Wisconsin and several other states can continue accessing community health clinics, Head Start programs and adult education services. The decision blocks efforts to exclude them from these federally supported programs. The ruling matters for thousands of families who rely on the clinics and early-childhood and adult learning services, and it is likely to draw further legal and political attention.

The NTIA is holding a listening session examining the E-Rate program and its relationship to screen time in schools. E-Rate subsidises internet access for schools and libraries, and the session invites stakeholders to weigh in on how federal broadband funding intersects with concerns over students' device use and its effects on children's health and learning.

President Trump has championed artificial intelligence in American classrooms, but his Federal Communications Commission is weighing whether to end the E-Rate program, the subsidies that fund internet access for schools and libraries. The potential clash between promoting AI-driven education and cutting the connectivity that makes it possible has drawn wide media attention across US outlets.

A technical article discusses combining federated learning with the oneM2M standard to improve artificial intelligence for the Internet of Things. The approach would let connected devices train AI models collaboratively without sharing raw data, promising faster and more privacy-friendly intelligence across IoT networks. It highlights how standardised machine-to-machine platforms and decentralised learning could work together in future IoT deployments.

Efforts are under way in Chile to preserve sites and records tied to the country's human rights history, so that future generations can learn from them. The Lutheran World Federation has highlighted this preservation work, which relates to the memory of violations committed during Chile's period of dictatorship and the ongoing struggle for truth, justice and remembrance.

A bipartisan group of lawmakers in Congress has introduced a bill designed to help schools implement bans or restrictions on student cellphone use. If passed, the legislation would provide federal support for schools seeking to limit phones in classrooms, an issue districts across the United States are increasingly grappling with amid concerns about distraction and student mental health.

The White House has announced a one-time $90 rebate for certain Medicare users. Details on which beneficiaries qualify and when the payments will arrive have not been fully outlined, leaving questions about how the rebate will be distributed and how many people it will cover.

The First Five Years Fund is asking the public to share Head Start state fact sheets with members of Congress, highlighting how the early childhood program serves families in each state. The push aims to give lawmakers state-level data on enrollment and funding as federal budget discussions continue, drawing attention to early learning programs in Washington.