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Fair Finetuning Mitigates Distribution Inference Attacks

arXiv:2606.01719v1 Announce Type: new Abstract: Machine learning models trained on sensitive data can inadvertently leak population-level information about their training distributions -- a threat known as distribution inference attack (DIA). An adversary with black-box access can infer sensitive demographic properties, such as subgroup proportions, without observing any training data directly. While defenses such as differential privacy and property unlearning have been proposed, the link...

arXiv CS 8d ago

Transfer rumors, news: Bayern's Olise is Perez's R...

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ESPN 4d ago

Scientists develop 'smart paint' that reflects 97% of sunlight and could reduce AC use during heatwaves

As heatwaves become more frequent and intense around the world, scientists are exploring new ways to keep buildings cool without increasing energy consumption. Researchers at the University of Sydney, working with startup Dewpoint Innovations, have developed a nano-engineered coating that reflects up to 97% of sunlight and stays significantly cooler than conventional surfaces. The experimental "smart paint" is designed to reduce heat absorption, lower indoor temperatures and potentially...

Times of India 11d ago

Desi jugaads during heatwaves: India’s battle against 45°C temperatures

India is learning to live with a hotter future. From Delhi to Mumbai, temperatures are regularly crossing 45 degrees Celsius, heatwaves are lasting longer and cities are becoming giant heat traps due to rapid urbanisation and the growing urban heat island effect. But if there is one thing Indians are famous for, it is finding a jugaad for every problem.

Times of India 8d ago

Transfer window preview: What do Europe's big club...

The transfer window opens on June 15 for the Premier League, June 29 for the Italian Serie A, and on July 1 for the German Bundesliga, French Ligue 1, Spanish LaLiga. But clubs have been busy planning their business for months. There were plenty of big moves last summer, so can we expect a repeat?

ESPN 9d ago

Transfer rumors, news: Álvarez still pushing for B...

Atlético Madrid's Julián Álvarez still has his heart set on joining Barcelona, who could also still make an attempt to sign Marcus Rashford from Manchester United. Join us for the latest transfer news and rumors from around the globe. Transfers home page | Men's winter grades | Women's grades TRENDING RUMORS - Julián Álvarez has informed both Arsenal and Paris Saint-Germain that his priority is to join Barcelona this summer, according to Mundo Deportivo.

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Transfer rumors, news: Man United, City monitor Ch...

Chelsea left back Marc Cucurella is being tracked by Manchester United and Manchester City, while City are also weighing up a move for Everton winger Iliman Ndiaye. Join us for the latest transfer news and rumors from around the globe. Transfers home page | Men's winter grades | Women's grades TRENDING RUMORS - Manchester United and Manchester City have joined the race to land Chelsea left back Marc Cucurella, says Mundo Deportivo.

ESPN 1d ago