Gomoot · @gomoot
5 followers · 62 posts · Server mastodon.uno
Johannes · @johko
16 followers · 11 posts · Server sigmoid.social

Nice intro to Graphs, and related architectures on the @huggingface blog: huggingface.co/blog/intro-grap

It starts at the very basics about graphs and ends with the application of Transformers and their potential impact on the field.

#GNNs #transformer

Last updated 2 years ago

Yan Scholten · @yanscholten
42 followers · 18 posts · Server sigmoid.social

We will present our gray-box robustness certificates for GNNs at this Tuesday at 11am in Hall J #205 🔥

Visit us to learn more about how we certify robustness against strong adversaries that control multiple nodes in the graph and perturb node features arbitrarily!

#NeurIPS2022 #robustness #GNNs

Last updated 2 years ago

Yan Scholten · @yanscholten
26 followers · 7 posts · Server sigmoid.social

Robustness certificates provide provable guarantees for stable predictions under adversarial attacks.

How can we get strong robustness certificates for GNNs?

In our new paper we exploit their underlying message-passing principles.

More answers in this 🧵 1/10

#NeurIPS2022 #newpaper #PaperThread #GNNs #robustness

Last updated 2 years ago

Yan Scholten · @yanscholten
26 followers · 7 posts · Server sigmoid.social

Robustness certificates provide provable guarantees for stable predictions under adversarial attacks.

How can we get strong robustness certificates for GNNs?

In our new paper we exploit their underlying message-passing principles.

More answers in this 🧵 1/10

#NeurIPS2022 #newpaper #PaperThread #GNNs #robustness

Last updated 2 years ago

Yan Scholten · @yanscholten
26 followers · 7 posts · Server sigmoid.social

Hi 👋

I'm a PhD student in Computer Science at the Technical University of Munich . I'm currently working on robust machine learning and machine learning on graphs.

#Introduction #TUM #machinelearning #robustness #graphneuralnetworks #GNNs

Last updated 2 years ago

Adrian Arnaiz Rodriguez · @arnaiztech
15 followers · 7 posts · Server sigmoid.social

Hi! 👋 I'm a 2nd year PhD student at ELLIS Alicante working on algorithmic in data valuation and .

Moving here to discover if this curated community can create a better and more interesting echo chamber for me 😂

Looking forward to connecting with you!

#Introduction #fairness #GNNs

Last updated 2 years ago

Jane Adams · @janeadams
1133 followers · 236 posts · Server vis.social

Hey and folks 👋 I'm a researcher working on a paper idea for creating tools within the subfield of Neural Binary Analysis specifically Binary Function Similarity via CFGs using and . Does anyone have favorite papers or tools they use in this area? Starting with the dataset from this paper: usenix.org/system/files/sec22-

E.g. I'm combing the database now but are there other resources like this?

#VizSec #visualization #GNNs #nlproc #datavisualization #cybersecurity #machinelearning #ml

Last updated 2 years ago