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Smashing the all-time record for the title, the AI racked up an impossibly high score thanks to its evolution strategy algorithm programming. Evolution strategies (ES) differ from the usual reinforcement learning (RL) that traditional AI uses as it's seen as more scalable due to its generational learning. Each learning loop is referred to as a generation and it continues its task until a set condition is met (in this case, a high-score). With each successive generation, the AI absorbs the knowledge of the previous generation and therefore is better at attaining the same goal and surpassing it. Keep going, and you'll end up with an AI that's absolutely unrivalled at its task. Outlined in the paper, published last week by researchers at the University of Freiburg, Germany, it appears that the bug wasn't a known quantity. In fact, while they aren't too surprised about finding the bug, it's interesting to see how the AI then went ahead and learnt to exploit it every time it played to maximise its scoring potential. “To find the bug, the agent had to first learn to almost complete the first level - this was not done at once but using many small improvements,” the researchers explained to The Register. We suspect that at some point in the training one of the offspring solutions encountered the bug and got a much better score compared to its siblings, which in turn increased its contribution to the update - its weight was the highest one in the weighted mean. If that was the case, then it would be extremely hard for standard RL to find the bug: if you use incremental rewards you will learn strategies that quickly yield some reward, rather than learning strategies that don't yield many rewards for a while and then suddenly win big. However, despite the bot's wonderful results, the researchers aren't saying this is a case to champion ES learning over RL. In fact, both systems have their own problems and a combination of the two is largely seen as the best option moving forward. The same ES method on other Atari games didn't bring about anywhere near the same positive results.

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Martyrdom is one place where, sharing in the sufferings of Christ, Christians know a deeper unity in Christ, being united intensely to Christ in their sufferings. It is difficult to know the precise growth and numbers, which is something we Americans always seem to like know. How big? How fast? God’s timetable is not our timetable. Indeed, at nearly 2,000 years remove from the apostles, Chinese Christianity strikes us a latecomer, perhaps even at the eleventh hour. In the new hymnography for the martyrs of China, the long time span and the distance are taken into account and put into the context of the Apostles. Dost thou see how far the nets cast by thy sons, the poor fisherman, have gone forth and prevailed. Spanning times and ages, they reach all the ends of the earth; and now we all rejoice in a great and holy catch from China’s sea; and the Martyrs intercede with Christ to grant mercy unto all that sing their praises. She has launched a campaign and website, All Girls Allowed, “to draw attention to the cruel implementation of China’s one-child policy. Under this policy, Aikman notes, “the regime claims to have aborted more than 400 million babies since 1979. Chai Ling says, “The whole world is asleep in the face of this massive campaign against humanity. .

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Submit Scoop You can follow either myself or the site Game of Thrones dedicated Twitter to receive notifications of any updates on the article, the links are at the bottom of the page. But if you would like to be emailed whenever anyone comments on the post, so you can join in the discussion, then scroll down to the very bottom of the page and click the subscribe button so that it turns green. You can follow the link in the email directly to that comment and reply. We love to hear your thoughts, so please don't be shy! 2nd December 2015 - Dean S. Jagger Joins Cast as Smalljon Umber With the season 6 casting announcements, we learned that House Umber would be coming back into play, with Smalljon as its representative. Which bring us to today’s news: we’ve learned that British actor Dean S. Last seen ducking out of the Red Wedding for a well-timed bathroom break, Brynden Tully aka The Blackfish has been missing since season 3. Catelyn’s uncle, played by Clive Russell, has been considered alive according to interviews, and fans have been anxiously awaiting his return. It is likely that this is the Priestess role first posted back in May which read: Priestess. Liburd comes from Hertfordshire, England, and has appeared in CSI, Stalker and Strike Back. As usual, character details are being kept under wraps. Source: Deadline EXCLUSIVE: Robert Aramayo has landed back to back roles on television and film.

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