jeffclune

6 ms·

1.
by jeffclune 9y ago
Hello all. We hope you enjoy the paper. Here are two fun gifs of clever solutions AI came up with: https://twitter.com/jeffclune/status/974718199722795008 https://twitter.com/jeffclune/status&
2.
Evolutionary AI routinely outsmarts the scientists that use it(arxiv.org)
1 points by jeffclune 9y ago|0 comments
3.
by jeffclune 9y ago
Hello all. I am one of the paper's coauthors. Thank you for your interest in this work! We hope you enjoy it. Just an FYI, this paper is part of a cluster of five papers released on Tuesday morning, detailed in this blog post: https:&
4.
by jeffclune 12y ago
No, it does not. See my reply to similar comments.
5.
by jeffclune 12y ago
I would just unleash evolution. 1 or 2 in the first generation is a toehold, and from there evolution can begin to do its work. You can also try a larger population (e.g. 2000) and let it run for a while.
6.
by jeffclune 12y ago
> Likewise, I was not very surprised that you can produce fooling images, but it is surprising and concerning that they generalize across models. It seems that there are entire, huge fooling subspaces of the input space, not just fooling
7.
by jeffclune 12y ago
See above. These images were accepted to a juried art competition and posted in a museum: http://www.evolvingai.org/share/20150213_184537.jpg
8.
by jeffclune 12y ago
Here they are: http://www.evolvingai.org/fooling There is also a video summary of the paper there.
9.
by jeffclune 12y ago
The paper does not use the weights of the network to produce (nearly all of) these images (see the responses to Karpathy above).
10.
by jeffclune 12y ago
In fact, we submitted them to an art competition and they were accepted and put up in a museum! http://www.evolvingai.org/share/20150213_184537.jpg
11.
by jeffclune 12y ago
Also, you don't necessarily need a lot of predictions from a net to fool it, because (another surprising result) images that fool one net tend to fool others! So I can create fooling images on my in-house net and then take them and foo
12.
by jeffclune 12y ago
You say that these images are highly optimized to produce this effect and would not occur by chance, but have you looked at the images in the "fooling" paper? http://www.evolvingai.org/fooling Some of them are ver
13.
by jeffclune 12y ago
Surprisingly, ensembles do not really help. We have tried this and it does not work (the final paper for CVPR 2015 will show these results). Also see the work of Szegedy et al. and Goodfellow et all, which also show that ensembles do not re
14.
by jeffclune 12y ago
Ha. Jason and I were typing at the same time. :-)
15.
by jeffclune 12y ago
They would look like optical illusions!
16.
by jeffclune 12y ago
Hi Andrej, I agree with most of what you say, but note that nearly all of the images in the paper were generated without the gradient. I.e. all the images produced by evolution did not use the gradient, only the output of the network regard
17.
by jeffclune 15y ago
Sorry. The site is getting hammered right now due to the press articles and Hacker News. We just did a bit of hacking and hopefully it will work now!
18.
by jeffclune 15y ago
No. People just tend to choose ones that are. Here are some that are mostly bilaterally symmetrical, but with left-right asymmetry. http://endlessforms.com/o/69562/ (ghost) http://endlessforms.com/o/60967/ (mad hatter) http://endlessfo
19.
by jeffclune 15y ago
Here is a longer article, with pictures of evolved objects printed in Silver and Bronze: http://www.physorg.com/news/2011-08-endless-web-d-printable....
20.
by jeffclune 15y ago
That's because you know how to use Blender, which most people don't. But the site is not for a situation when you have a specific design in mind, instead it is for when you want to explore the space of possible designs and see suggested des
21.
by jeffclune 15y ago
I noticed a surge in traffic to EndlessForms.com and realized it was coming from this post. Thanks to Joel for mentioning our site[1]! For those of you that don't know what I am talking about, see Joel's comment on the original post where h
22.
by jeffclune 15y ago
You can control the rotation with your arrow keys. Does that accomplish what you want? We need to make that more obvious. Thanks for the feedback!