We identify a natural and necessary condition called the "Optimal

Sequential data collection has emerged as a widely adopted technique for enhancing the efficiency of data gathering processes. Despite its advantages, such data collection mechanism often introduces complexities to the statistical inference procedure.

The study of sparsity in Convolutional Neural Networks (CNNs) has become widespread to compress and accelerate models in environments with limited resources.

UK's Starmer announces crackdown on AI chatbots in child safety push United Kingdom Prime Minister Keir Starmer has announced a crackdown on artificial intelligence chatbots that endanger children and pledged to seek broader powers to regulate internet access for minors. Starmer's office said on Monday that the government would target "vile and illegal content created by AI" and push for legal powers to act quickly on the findings of a public consultation that will consider a social media ban for children below 16 years of age. "Technology is moving really fast, and the law has got to keep up," Starmer said in a statement. "We are acting to protect children's wellbeing and help parents to navigate the minefield of social media," he said. The measures will require all AI chatbot providers to abide by digital safety laws, including a ban on creating sexualised images without a subject's consent.

At the same time, the field of dynamical systems benefited from deep learning and scaled to countless applications but does not allow parameter identification.