Ulrike Luxburg
@ulrikeluxburg.bsky.social
📤 201
📥 39
📝 18
Professor for Machine Learning, University of Tübingen, Germany
Here is a formal impossibility result for XAI: Informative Post-Hoc Explanations Only Exist for Simple Functions. I'll give an online presentation about this work next tuesday in
@timvanerven.nl
's Theory of Interpretable AI Seminar:
arxiv.org/abs/2508.11441
tverven.github.io/tiai-seminar/
about 8 hours ago
0
2
1
Working on the interface of Machine Learning with Law, Philosophy, Ethics, or Social Science? Come join our new Lab for Norms and Practices in Machine Learning for Science. uni-tuebingen.de/en/128980#c2
add a skeleton here at some point
3 days ago
0
8
2
Tübingen Conference for AI and Law starting on wednesday! Keynotes by Rediet Abebe, Solon Borocas, Sylvie Delacroix, Lilian Edwards, Christoph Engel, Michal Gal, Philipp Hacker, Christoph Kern, Christoph Sorge.
ailawinstitute.de/conference-f...
4 days ago
1
6
2
Looking forward to the Winter School on Causality and Explainable AI in Paris next week!
xai-winter-school.github.io
21 days ago
2
6
0
Time to figure out which provable guarantees one can(not) give on XAI! Workshop "Theory of Explainable Machine Learning", Dec 2 in Copenhagen as part of the Ellis Unconference/EurIPS. Submission deadline: Oct 15.
sites.google.com/view/theory-...
eurips.cc/ellis/
about 1 month ago
0
8
3
I am hiring PhD students and/or Postdocs, to work on the theory of explainable machine learning. Please apply through Ellis or IMPRS, deadlines end october/mid november. In particular: Women, where are you? Our community needs you!!!
imprs.is.mpg.de/application
ellis.eu/news/ellis-p...
about 2 months ago
0
25
15
Our Machine Learning for Science Cluster in Tübingen
@ml4science.bsky.social
is extending its collaboration with the African Institute for Mathematical Sciences
#AIMS
: We hire a joint research group leader, based in Kigali. Application deadline: August 31.
tinyurl.com/38z4e6dy
add a skeleton here at some point
4 months ago
0
7
2
I love the
#eurips
initiative! But to live up to its potential, it should be accepted an official
#neurips
conference location (similar to Mexico City) and not just an addon! Then we would save C02, rather than adding to it!!! What can we do to achieve this?
add a skeleton here at some point
4 months ago
1
74
20
How to disentangle feature importance scores into contributions of individual features, feature interactions in the function, and feature dependencies in the data:
#AISTATS
with @gunnark und Eric Guenther: Paper:
arxiv.org/pdf/2410.23772
Code:
github.com/gcskoenig/dipd
Video:
youtu.be/7MrMjabTbuM
add a skeleton here at some point
4 months ago
0
3
1
Our
#ICML
position paper:
#XAI
is similar to applied statistics: it uses summary statistics in an attempt to answer real world questions. But authors need to state how concretely (!) their XAI statistics contributes to answer which concrete (!) question!
arxiv.org/abs/2402.02870
add a skeleton here at some point
4 months ago
0
6
2
Cool
#ICML
paper by my postdoc
@sbordt.bsky.social
. Very careful experiments to find out how often you can contaminate training data yet contents are being forgotten - or not, depending on the size of your model.
arxiv.org/abs/2410.03249
add a skeleton here at some point
4 months ago
0
3
0
One more day to the deadline for YOUR contribution to the Tübingen AI and Law Conference in November!
ailawinstitute.de/conference-f...
add a skeleton here at some point
5 months ago
0
0
0
Super-happy that
@mariokrenn.bsky.social
is joining our Machine Learning for Science cluster
@ml4science.bsky.social
in Tübingen as a Full Professor of "Machine Learning for Science" next week. Welcome Mario!
add a skeleton here at some point
5 months ago
0
6
1
Tübingen Conference for AI and Law, Nov 5-6, 2005, abstract deadline: June 3! Keynote presentations by Rediet Abebe, Solon Barocas, Sylvie Delacroix, Christoph Engel, Michal Gal, Philipp Hacker, Christoph Kern, Christoph Sorge. Please repost :-)
ailawinstitute.de/conference-f...
loading . . .
Tübingen Conference for AI and law - CZS Institute for Artificial Intelligence and Law
November 5-6 2025 in Tübingen The Tübingen Conference for Artificial Intelligence and law brings together academic researchers from both computer science and law in an interdisciplinary format that fo...
https://ailawinstitute.de/conference-for-ai-and-law/
6 months ago
0
2
0
Our cluster Machine Learning for Science is up for 7 years more funding!
add a skeleton here at some point
6 months ago
0
24
5
Want to present at the Tübingen Conference for AI and Law? Abstract deadline is June 3! We target an academic audience that is willing to think beyond the boundaries of their own discipline. Also check out our international keynote speakers:
ailawinstitute.de/conference-f...
6 months ago
0
0
0
Ever aggregated SHAP values across sample points? Our
#COLT2025
paper proves that this might be safe when your goal is to discard unimportant features - but only if you add one extra line of code that reshuffles your data! With Robi Bhattacharjee and Karolin Frohnapfel
arxiv.org/abs/2503.23111
loading . . .
How to safely discard features based on aggregate SHAP values
SHAP is one of the most popular local feature-attribution methods. Given a function f and an input x, it quantifies each feature's contribution to f(x). Recently, SHAP has been increasingly used for g...
https://arxiv.org/abs/2503.23111
6 months ago
0
11
5
Finally made it to bluesky as well ...
6 months ago
2
13
3
you reached the end!!
feeds!
log in