James Rowbottom

Interested in geometric deep learning and dynamical systems. Former @twitterresearch intern. Beginning the PhD application cycle.

[Michael Bronstein @mmbronstein]

@thomaskipf and @wellingmax strike back! in a new blog post w/ @Francesco_dgv @_JRowbottom et al we show that GCN-type models can be derived as gradient flows of Dirichlet-type energy and provably avoid low-frequency dominated dynamics https://t.co/IOuR2JBHFA

[Francesco Di Giovanni @Francesco_dgv]

This is a super accessible explanation* of our gradient flow work and it's based on a recent arXiv version contanining new theoretical results and experiments

*Beware, great meme ahead

[Hannes Stark @HannesStaerk]

Here is last week's video of @Francesco_dgv, @_JRowbottom and @b_p_chamberlain presenting their paper "Graph Neural Networks as Gradient Flows"!
https://t.co/EnAaq0nu0a

[Accepted papers at TMLR @TmlrPub]

Equivariant Mesh Attention Networks

Sourya Basu, Jose Gallego-Posada, Francesco Viganò, James Rowbottom, Taco Cohen

https://t.co/iR7YVyzGev

[Konstantin Rusch @tk_rusch]

Looking forward to giving an invited (and in-person!) talk in @jure's group tomorrow @Stanford. I'll talk about our latest take on physics-inspired learning on graphs using non-linear oscillators.

arxiv: https://t.co/bC37KD377u
code: https://t.co/HBjXUQxX3h

w/ @mmbronstein

[Francesco Di Giovanni @Francesco_dgv]

I am happy to share a recent work on energy functionals giving rise to GNN equations via gradient flows 🧵

https://t.co/FlbFz7sVFP

This is joint work with @_JRowbottom*, @b_p_chamberlain, T. Markovich, and @mmbronstein

[James Rowbottom @_JRowbottom]

@arXiv_Daily @mmbronstein @Francesco_dgv

[James Rowbottom @_JRowbottom]

@arXiv_Daily @sourya_basu @JGallegoPosada @fra_vigano

[James Rowbottom @_JRowbottom]

@arXiv_Daily @mmbronstein @tk_rusch @b_p_chamberlain

[Ben Chamberlain @DrBPChamberlain]

1/4 Hope to see friends new & old tomorrow 4:30pm GMT / 8:30am PT poster session 6 #NeurIPS2021 @_JRowbottom @Francesco_dgv and I will occupy the prime virtual real estate known as Spot E3 with BLEND https://t.co/sSuIDpaiz0

[James Rowbottom @_JRowbottom]

@NewtonInstitute @Stanford @ICMEStanford @caromitreka @plusmathsorg @NewtonGateway @Cambridge_Uni @IMAmaths @ICMS_Edinburgh @LondMathSoc @MooreLib @FacultyMaths @TrinCollCam Hi, just checking if the lecture will be broadcast? Video currently unavailable. https://t.co/I6iMfolSEy Many thanks

[Michael Bronstein @mmbronstein]

#GNNs are related to PDEs governing information diffusion on graphs. In a new paper with @b_p_chamberlain James Rowbottom @migorinova @stefan_webb @emaros96 we study a new class of Neural Graph Diffusion PDEs

Blog post: https://t.co/sxVcS1pWmK

Paper: https://t.co/upMNI0EyW8

[James Rowbottom @_JRowbottom]

@CryptoCobain Bird few over the cuckoos nest

[James Rowbottom @_JRowbottom]

@nope_its_lily Schrodingers uncertainty principle

[James Rowbottom @_JRowbottom]

@nope_its_lily One token is called ethereum. Two tokens are called ethereums

[James Rowbottom @_JRowbottom]

@officialmcafee GhostbyIntel