Talk:Topological deep learning

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Copyright problem removed

Prior content in this article duplicated one or more previously published sources. The material was copied from: https://www.researchgate.net/publication/370134352_Topological_Deep_Learning_Going_Beyond_Graph_Data. Copied or closely paraphrased material has been rewritten or removed and must not be restored, unless it is duly released under a compatible license. (For more information, please see "using copyrighted works from others" if you are not the copyright holder of this material, or "donating copyrighted materials" if you are.)

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Feedback from New Page Review process

I left the following feedback for the creator/future reviewers while reviewing this article: Thanks for this interesting article on a modern, if somewhat technical, field. The article does seem to be rather heavily based on Hajij et al (2022), but this does seem like an appropriate starting point. I note that you have acted on the copyright notices in an appropriate way. Impressive for a first article!

Klbrain (talk) 09:07, 26 March 2024 (UTC)[reply]

removing who first coined the term TDL as this the refererence is not accurate

see for instance :

(825) Topological Deep Learning - YouTube

which is older than the reference mentioned in the article Topology.tda (talk) 23:05, 17 August 2024 (UTC)[reply]

Great reference! Why not integrate both of them to show the history better? Fraa Elor (talk) 05:24, 18 August 2024 (UTC)[reply]

TML / TDL & changes in introduction

The changes in the introduction by @Topology.tda make the article somewhat confusing in my opinion. The current phrasing could equally apply to the term of geometric deep learning, which also specifically tackles other domains.

Would @Topology.tda kindly provide additional citations for the claim that topological machine learning is concerned with what I construe to be two specific algorithms arising from topological data analysis? My literature review did not uncover any such definition and I would like to understand it better where this is coming from.

My proposal is the following: Can we find a way to merge the existing perspectives such that it is more clear what aspects TDL handles and which remain handled by GDL? There is a recent paper (https://arxiv.org/abs/2402.08871) that provides a somewhat general definition. It would strike me as a useful way to follow this somewhat more general definition:

[...] However, this paper uses the term ‘TDL’ to refer to the collection of ideas and methods related to the use of topological concepts in deep learning [...]

Fraa Elor (talk) 17:41, 18 August 2024 (UTC)[reply]

hi Fraa,

Sounds great, I think we should make tdl more inclusive indeed. There is a recent paper by Papamarkou that we should consider in this direction. I'll add more details into the discussion here and let's edit till we arrive at a common ground.

I'll add more details also on topological machine learning. Please give me 48 hours to finish this. Topology.tda (talk) 17:45, 18 August 2024 (UTC)[reply]

That would be so great! In all honesty, it seems that TDL is much more dynamic at the moment, so maybe the other page is not necessarily needed? I understand that TDL is to TML as deep learning is to machine learning... Does this match your intuition (since you know a lot about the emerging TDL aspects)? Fraa Elor (talk) 18:19, 18 August 2024 (UTC)[reply]