dil8

Graph neural networks are deep learning models that trained on graph data.

I agree, combining GNNs with temporal signals and dynamics graphs make them so expressive. Another great recent paper on this topic https://arxiv.org/abs/2310.15978

Check out dgl (https://github.com/dmlc/dgl). A lot of papers and algorithms are implemented in the examples section.

> If you want to predict (multiple) time series using multiple series as input/predictors, that's a whole new level of difficulty. I don't know of a good automatic/fast/scalable approach that properly guards against overfitting

Have you had a look at algorithms contained in pytorch forcasting? https://pytorch-forecasting.readthedocs.io/en/latest/

follow on article https://ftalphaville.ft.com/2018/04/19/1524132443000/Deutsch...

This is awesome! Thanks for sharing.

I think the OP is referring to algorithmic probability. See

[1] R. J. Solomonoff. A formal theory of inductive inference: Parts 1 and 2. Information and Control, 7:1--22 and 224--254, 1964.

[2] R. J. Solomonoff. Complexity-based induction systems: Comparisons and convergence theorems. IEEE Transactions on Information Theory, IT-24:422-432, 1978.

[3] http://www.scholarpedia.org/article/Algorithmic_probability

Does anyone know of an online mathematics masters degree?

This is the standard notation used in most probability theory books and courses.

Is this service open source? How can we know it does what it says it does?

I think one aspect that the article misses, is the fact that the public can't make an informed decision with their votes if the government has secrets.

One more reason to stop using facebook.

Intersting read on Bayesian Epistemology

http://plato.stanford.edu/entries/epistemology-bayesian/

I believe he also said 'coal is good for humanity'[1]

The mininig industry has very deep pockets and huge influence on policy, so in turn other industries miss out.

[1] http://www.abc.net.au/news/2014-10-13/coal-is-good-for-human...

It has been removed twice now!

It seems that over the last 5 years the number of exit nodes has remained relatively constant [1], I assume to the risks associated with running an exit node. What is Tor doing the increase number of exit nodes?

[1]https://metrics.torproject.org/relayflags.html

The title should be changed from 'Palestinian territories' to 'Palestine'.

Can I install Arch on this?

Ethical adblocking = Blocking all ads

Yeah the situation is pretty bad. Recently the human rights commission released the report about the affects of detention on children. The government not only ignored it but went after the head of the commission and tried to force her to resign.

https://www.humanrights.gov.au/our-work/asylum-seekers-and-r...

Mandatory data retention, website blocking... Things are defintely headed the wrong way in Oz

I wish this was "Slur, a decentralized, anonymous repository for information".

Incentivising leakers to leak to agents with the most power and wealth does not make much sense.

This site is a clone of kickass.so, the search results, seeders, and leechers are identical.

Cassettes were used to copy music in the past, are you saying that cassette manufacturers were committing a crime?

I agree that we need an alternative where the artists can make a living and do their art, but I think trying to stop people doing what they feel is natural is not going to work.

To me it's very similar to the war on drugs... Policy and business models need to change. There are always people resistant to change as they want to protect their revenue streams.

I disagree...

Sharing has been part humanity since the dawn of the human race. It is just easier to share things with more people now.

I have found the below links excellent pathways to mastering mathematics. I actually was in the same place as you and started with Spivak Calculus. Now I am back at school studying mathematics :P

http://www.amazon.com/gp/richpub/syltguides/fullview/20JWVDE...

http://www.amazon.com/gp/richpub/syltguides/fullview/R1GE1P2...

Thanks for the info, I didn't know that.

Stuff like this is one of the many reasons I love archive.org. I think i's really important to capture historical artifacts for future analysis.

The service they provide doesn't allow the "Ministry of Truth"[1] to doctor historical documents to meet their present day narrative.

[1] https://en.wikipedia.org/wiki/Ministry_of_Truth

Translation here: https://www.reddit.com/r/math/comments/2m82zw/reports_are_co...