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.

Indiana educators are calling on the Federal Communications Commission not to cut funding that provides internet access to public schools. The appeal, reported by IndyStar, warns that losing the subsidised connectivity could disrupt digital learning for students across the state, and is drawing attention to the wider national debate over federal support for school broadband programmes.

The St. Louis Federal Reserve has released new data showing that apprenticeships in the United States are increasing. The findings point to growing use of earn-and-learn training programs as employers seek skilled workers, though the report's detailed figures and coverage focus were not specified.

President Trump said he was surprised to learn a tropical storm was threatening the US Gulf Coast, according to CNN. The remark came as the storm system moved toward the region, raising questions about the administration's awareness of and preparedness for severe weather. The comment drew attention given the Gulf Coast's history of devastating hurricanes and the importance of prompt federal disaster response.

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.

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.

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.

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.

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.

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.

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.