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💣 SOCCER ZONE - Cele training alone as Chiefs explore exit options. - Pyramids to make room for Mabasa with foreign quota. - Maseko not returning to Cyprus ❌ - Links pens AGF deal until 2031 #sabcsport411

83,783 просмотров • 4 дней назад •via X (Twitter)

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🧵24/34 Inner Misalignment --- Consider this simplified experiment: We want this AI to find the exit of the maze. So we feed it millions of maze variations and reward it when it finds the exit. Please notice that in the worlds of the training data the apples are red and the exit is green. After enough training, our observation is that it has become extremely capable at solving mazes and finding the exit, we feel very confident it is aligned, so then we deploy it to the real world. The real world will be different though, it might have green apples and a red door. The AI geeks call this distributional shift. We expected that the AI will generalise and find the exit again, but in fact we now realise that the AI learned something completely different from what we thought. All the while we thought it learned how to find the exit, it had learned how to go after the green thing. Its behaviour was perfect in training. And most importantly, this AI is not stupid, it is an extremely capable AI that can solve extremely complex mazes. It’s just mis-aligned on the inside. Fishing for Failure modes --- The way to handle the shift between the training and deployment distributions is with methods like adversarial training: feeding it with a lot of generated variations and trying to make it fail so the weakness can be fixed. In this case, we generate an insane amount of maze variations, we discover those for which it fails to find the exit (like the ones with the green apples or the green walls or something), we generate many more similar to that and train it with reinforcement learning until it performs well at those as well. The hope is that we will cover everything it might encounter later when we deploy it in real life. There exist at least 2 basic ways this approach falls apart: First, there will never be any guarantee that we’ll have covered every possible random thing it might encounter later when we deploy it in real life. It’s very likely it will have to deal with stuff outside its training set which it will not know how to handle and will throw it out of balance and break it away from its expected behavioural patterns. The cascade effect of such a broken mind operating in the open world can be immense, and with super-capable runaway rogue agents, self-replicating and recursively self-improving, the phenomenon could grow and spread to an extinction-level event. ...

Lethal Intelligence

535,291 просмотров • 1 год назад

I'm going to write this as respectfully as I can because this is not to pick on Pat Onstad. Other Major League Soccer clubs share this demeanor when asked a question, which is why I’m posting this. This is not a tough question. It’s certainly not asked in bad taste. Who cares if that’s the first question? It's a topic fans want to know about. This attitude of wanting to control what you get asked or discourage certain questions, if that's how you feel then do interviews with yourselves on your social media channels. Talk to an empty press conference room if you feel you have that luxury. The sports media, when working effectively, can be the best intermediary or messenger between the fans and the clubs. You guys are supposed to be the soccer experts, so enlighten us, maybe you’ll teach us something and provide some clarity for your fans. When you’re fighting for relevancy, trying to win people back, you should be welcoming anyone that lends you their time and has an audience – especially an outlet that covers you almost daily and is the voice of your most dedicated fans. (BTW let me point out that the club seems to be avoiding interviews on Soccer Matters with Glenn Davis so mainstream options may be getting slimmer). I'm not saying anything I wouldn't say to anyone around the league in person. Just friendly advice. You can watch the full interview of the clip below on the Bayou City Soccer YouTube channel.

Victor Araiza

13,156 просмотров • 4 месяцев назад