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Then you need to invert your approach, and start to question things from first principles, effectively breaking them down and remaking them, perhaps in many different ways.
A difficulty in doing all this, IME, is that it requires both a great willingness to listen to & learn from others who are more expert, & then the drive to go beyond conventional wisdom, & reinvent from first principles. Very different skills, even arguably somewhat anti-aligned
I would therefore like to know, who among the DL community are actually seeking novel first principles? The only prominent research who seems to be trying to think differently is Hinton. Everyone else seems to be thinking in the same way. Just look at what made it through ICLR.
To be fair, novel thinking is a matter of degree. Perhaps we should rank researchers in terms of the novelty of their research. Anyone have a list of top 20 novel DL researchers? I would say that certain DL celebrities will not crack this list.
This thread quite accurately describes the ideal STEM PhD process.
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