This task has received a considerable amount of attention, particularly for classical ways of modeling distributions like structured prediction.

Computing an approximately optimal policy with high probability in this case is known as PAC RL with a generative model.

Neural Information Processing Systems http://nips.cc/

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US's new scramble for Africa is biomedical imperialism Late in February, Zimbabwe pulled out of a proposed $367m United States health funding agreement after objecting to provisions requiring broad American access to sensitive health data. The five-year programme was presented as support for HIV/AIDS, tuberculosis, malaria and epidemic preparedness efforts. However, the terms demanded extensive sharing of national health intelligence, including epidemiological surveillance data and pathogen samples, while offering no binding guarantees that Zimbabwe would receive equitable access to medical technologies developed from them. Harare called the proposal an "unequal exchange", warning that Zimbabwe risked supplying the "raw materials for scientific discovery" while the resulting benefits could remain concentrated in the United States and global pharmaceutical firms. Critics increasingly describe this pattern as biomedical extractivism: a toxic combination of exploitative research practices and colonial thinking that reinforces Western dominance.

A scammer took a real image of a this German shepherd and used AI to make it seem like it was injured. Breakthroughs, discoveries, and DIY tips sent six days a week. Increasingly realistic, easy-to-make AI-generated images are a major asset for online scammers looking to trick unsuspecting victims. While past AI-generated scams have tried to deceive people with fake celebrities or potential love interests, attackers increasingly have a new target: distraught pet owners searching for their lost companions . Over the past few months, numerous reports have surfaced following a similar pattern.

AI has been blamed for more than 1,000 job cuts in Australia in the past few months. AI has been blamed for more than 1,000 job cuts in Australia in the past few months. Will AI take Australian jobs, or is it just an excuse for corporate restructure? More than 1,000 local tech jobs have recently been cut, with companies citing AI productivity gains. But that's not the full story, experts say T eresa Lim has one of the most recognisable voices in Australia.

PCWorld reports Microsoft is embedding AI into DirectX with new tools called DirectX Linear Algebra and DirectX Compute Graph Compiler to revolutionize game rendering. Major chip makers AMD, Intel, and Nvidia support these AI initiatives, potentially allowing integrated GPUs to compete with discrete graphics cards in gaming performance. These technologies enable dynamic shader creation, neural texture compression, and advanced upscaling that could democratize high-end graphics features like path tracing across different hardware. Games are increasingly being rendered using AI, so Microsoft is bringing AI into the way future graphics chips will render games. Microsoft introduced DirectX Linear Algebra as well as the DirectX Compute Graph Compiler into its DirectX programming interface on Thursday, with previews of each technology due later this year.

Project Acoustic Kitty went about as well as you'd expect. The CIA tried to train cat spies. Breakthroughs, discoveries, and DIY tips sent six days a week. Here's the scene: A man wearing a trench coat and a fedora sits on a park bench, looking up frequently from his newspaper to cast furtive glances at passersby. A stray cat wanders by.

Games which feature loot boxes will soon be given an age rating of 16 across Europe, including in the UK, under a host of changes by the European video game ratings organisation. The Pan-European Game Information body (PEGI)'s age ratings are displayed on games sold in the UK and other countries in Europe to indicate their suitability for children of different ages. Loot boxes are an in-game feature allowing players to buy random mystery items with real or virtual currency, but recent research has found they blur the line between gaming and gambling. The new ratings, taking effect from June, could see games containing loot box systems, such as EA Sports FC, receive a much higher age rating. The PEGI system is used in 38 countries to help consumers and particularly parents make informed decisions about the games they purchase.