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HM: Let me first explain that a Turing machine is a machine that can solve any problem if the problem is given to it in discretely timed batches. So a Turing machine is a universal computer for what is called âbatch processingâ. But what a Turing machine can't do is to solve problems universally while information is continuously coming in and disturbing it from finishing the operation it just started on. In other words, it can't (without work arounds and cheating) strictly speaking solve problems presented to it on an analog time scale and produce answers on an analog time scale. A liquid computer is however a computer that can solve any problem in realtime and at any time (not discrete time). You can even call it âanytime processingâ. So it is a universal theory for analog computing. You see, a big problem that the brain has, is to solve how to keep thinking about something that it just saw while the world around it never stops sending it new information. If you sent your computer continuously new information it will not be able to do anything because it can't finish one thing before it has to start on another problem. The way liquid computing works is very much like an actual physical liquid. It makes sense of the perturbations rather than seeing them as a nuisance. We also call it high entropy computing or computing on transient states. This is a very important (but not complete) theory of how the brain works because it shows us how to tap into the vast amount of information that lies in a âsurpriseâ. Another big challenge to understand the brain is that it is always physically changing. Your brain right now is already different from what it was just 1 hour ago, and extremely different from what it was when you were 10 years old. So, because your brain is constantly different and because every moment in your life is potentially (hopefully) also novel, there is a very good chance that most of the time, the responses produced in your brain are new to you (to your neurons) â never âseenâ before. So if the brain produces a response that it never âexperiencedâ before, how does it know what it means? The state that your brain is in right now, never happened before so how can your brain make sense of states it never saw before and connect them to all your moments before? Liquid computing provides a partial explanation for this problem by showing that the same state never actually needs to reoccur in the brain for you to make sense of the states â that is why we also call it computing on transient states. Liquid computing can in principle solve any problem instantaneously and keep solving them in real-time and with infinite parallelization. But, it is very difficult to build a good liquid computer. One of the benefits of Blue Brain is that it will be able to design and build extremely powerful liquid computers.
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