PhD researcher @vuamsterdam | Machine Learning | Knowledge Graphs
Amsterdam
Joined February 2020
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Taraneh Younesian retweeted
#2
🍇 GRAPES: At Tuesday's ELLIS Unconference poster session.
We study adaptive graph sampling for scaling GNNs!
Work with @TYounesian, @danieldazac, @ThiviyanSingam, @pbloemesquire
arxiv.org/abs/2310.03399
Taraneh Younesian retweeted
If you want to reduce the size of your graph while still maintaining an accurate GNN, which nodes should you select? Which nodes are influential in a graph?
Check out our TMLR paper, GRAPES, to get your answer:
Taraneh Younesian retweeted
Struggling with scaling RGCNs on large knowledge graphs? Check out "ReWise: A Relation-Wise Sampling Framework" by @TYounesian, @pbloemesquire, and Stefan Schlobach from @VUamsterdam now live at #SemanticsConf! Discover this game-changing approach for efficient RGCN training!
Taraneh Younesian retweeted
Attending #NeurIPS2023 this week?
Interested in neurosymbolic reasoning or scaling GNNs to large graphs?
Then, you might want to drop by our posters to learn about ⚡️ A-NESI and 🍇 GRAPES (@glfrontiers workshop)
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Taraneh Younesian retweeted
I'm at #NeurIPS2023 for the first time! With my collaborators, we'll be presenting
🕵️CQD-A: A data efficient method for answering knowledge graph queries arxiv.org/abs/2301.12313
🍇 GRAPES: Scaling GNN training with GFlowNets
arxiv.org/abs/2310.03399
Feel free to reach out!
Taraneh Younesian retweeted
Great news! Our hybrid workshop on Neurosymbolic Generative Models was accepted at ICLR 2023🎉🎉🎉
More details on nesygems.github.io/
Taraneh Younesian retweeted
SHAP, LIME, PFI, ... you can interpret ML models with many different methods.
It's all fun and games until two methods disagree.
What if LIME says X1 has a positive contribution, SHAP says negative?
A thread about the disagreement problem, and how to approach it:
Taraneh Younesian retweeted
Wanna work at the most exciting boundary in modern AI (combine machine learning and symbolic reasoning), and use it to improve drug safety for kidney patients, in a leading AI team, jointly with medical researchers? Apply for our PhD vacancy before 1 Sep! werkenbij.vu.nl/ad/phd-posit…
Taraneh Younesian retweeted
*Present Failures*
❌ "It doesn't work."
✅ "Here is HOW it fails. I feed X but somehow did not get Y. I believe the core issues lie in steps Z and W. I have ruled out W as the cause. Next, I will design experiments to isolate the step Z."
Taraneh Younesian retweeted
I want to talk about burnout. A brief 🧵...
I was well aware I was burnt out in the fall, but it's hard to fully appreciate the impact of burnout in the moment.
After 2 weeks of vacation and a month of aggressively blocking daily focus time, the impact has become more clear:
Taraneh Younesian retweeted
How to make steady progress in my research?
I worked so damn hard but "IT JUST DOESN'T WORK!"😤
How can I unblock myself quickly and make good progress toward the goals?
Below I compiled a list of tips that I found useful. 👇
Taraneh Younesian retweeted
Programming: 10% writing code. 90% figuring out why it doesn’t work
Analyzing data and ML: 1% writing code. 9% figuring out why code doesn’t work. 90% figuring out what’s wrong with the data – at San Francisco, CA
Taraneh Younesian retweeted
#MLSS2020 will be held virtually this year (28 June - 10 July 2020). Our organizers are hard at work to bring forth an exciting edition. Talks will be live-streamed publically🥳, schedule out soon!
c/o Mijung Park @wittawatj @arvanitg @bschoelkopf (@MPI_IS @Cyber_Valley)
Taraneh Younesian retweeted
Call for submissions! The 7th Women in Computer Vision Workshop (WiCV) at #CVPR2020 invites all vision researchers to submit papers and attend the workshop. There will be talks, posters, a panel discussion and dinner! More info: sites.google.com/view/wicvwo…
ALT WiCV at CVPR2020 - call for submissions