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Delayed Momentum Aggregation: Communication-efficient Byzantine-robust Federated Learning with Partial Participation

Announce Type: replace Abstract: Partial participation is essential for communication-efficient federated learning at scale, yet existing Byzantine-robust methods typically assume full client participation. In the partial participation setting, a majority of the sampled clients may be Byzantine, once Byzantine clients dominate, existing methods break down immediately. We introduce delayed momentum aggregation, a principle where the central server aggregates cached momentum from non-sampled...

arXiv CS 9d ago

Senegal's ousted PM Ousmane Sonko says his party will not participate in new government

Senegal's ousted prime minister says his party will not participate in new government Senegal's Pastef political party will not participate in the country's new government, Ousmane Sonko, the recently ousted prime minister and party president, said on Monday,raising the prospect of further political turmoil amid a daunting debt crisis. Senegal's Pastef party will not participate in the next government and will not be represented by any ministers, said Ousmane Sonko, the country's recently...

France 24 8d ago

Senegal's ousted prime minister says his party will not participate in new government

Senegal's ousted prime minister says his party will not participate in new government Senegal's Pastef political party will not participate in the country's new government, Ousmane Sonko, the recently ousted prime minister and party president, said on Monday,raising the prospect of further political turmoil amid a daunting debt crisis. Senegal's Pastef party will not participate in the next government and will not be represented by any ministers, said Ousmane Sonko, the country's recently...

France 24 8d ago

Statistics on UK participation in EU Framework Programmes

Statistics on UK participation in EU Framework Programmes A comprehensive analysis of the UK's participation and performance in the European Union's Framework Programmes for research and innovation. This report covers Horizon 2020 (H2020) from 2014 to 2020 and the first 4 years of Horizon Europe (HEU) from 2021 to 2024. Drawing on European Commission data, it examines overall trends in UK funding and participation, including the UK’s relative performance across pillars, organisation types...

GOV.UK Statistics 5d ago

Fairness as an Investment: Dynamic Participation and Long-Run Profit in Virtual Power Plants

Announce Type: new Abstract: We show that incorporating fairness constraints into virtual power plant (VPP) operations can incentivize consumer participation and thus improve the aggregator's long-run profitability. VPPs rely on sustained participation from heterogeneous consumers to provide a variety of grid services whose timing and frequency are often uncertain. As a result, consumers' willingness and ability to provide flexibility evolve over time, creating a dynamic link between past...

arXiv CS 7d ago

Conformal Risk Sharing: Certified Cost Allocation with Participation Guarantees

arXiv:2606.06391v1 Announce Type: cross Abstract: Sharing the financial impact of rare adverse events across a group can soften extreme individual burdens, but any participant made worse off by the arrangement has reason to leave. A credible mechanism must therefore provide each agent with a trustworthy cap on their future obligation and should be deployed only if the aggregate harm across participants is bounded. We formalise this as the Certified Allocation Problem: from finite data and...

arXiv CS 5d ago

Minutes of the Market Participants Group meeting – 7 May 2026

The Market Participants Group (MPG) is a senior-level forum for financial market participants to share their views on relevant themes and narratives in financial markets with members of the Bank of England’s Monetary Policy Committee.

Bank of England News 10d ago

Periods stopped Vanessa participating in sport and she's not alone

Periods prove a big barrier for disabled women's participation in sport Sun 31 May 2026 at 5:19am When she's in the pool, Vanessa Ozols feels safe and accepted for who she is. As a national-level swimmer with a disability, the community the 20-year-old has formed with other Para swimmers in her training squad means everything. "I just feel like I have this level of understanding with them, and a strong bond," Ozols told ABC Sport.

ABC Australia 10d ago

Participation Costs Narrow Democratic Cooperation

arXiv:2605.30566v1 Announce Type: new Abstract: Collective action often requires institutions that make cooperation individually worthwhile. We ask whether democratic allocation of public-good return can transform a repeated public good into a self-sustaining cooperative institution, and how participation costs reshape that process. A simple evolutionary model shows that voted redistribution can support a prosocial allocation order, but can also sustain an antisocial allocation order or...

arXiv Physics 9d ago

The discovery of the effects of women employment participation on the fertility of developing countries: A panel data approach

Announce Type: new Abstract: The fertility trend in developing countries has experienced a significant decline in the last few decades; at the same time, the role of women in the workplace has improved. To have a better insight of the causality of the rate of women participation in the labor market on the total fertility rate in developing world, this paper divides the dataset of 115 developing countries in the period of 1991-2018 into four continents group (Africa, North/South America,...

arXiv CS 2d ago