Gunnar König
@gunnark.bsky.social
PostDoc @ Uni Tübingen
explainable AI, causality
gunnarkoenig.com
explainable AI, causality
gunnarkoenig.com
Pinned
Gunnar König
@gunnark.bsky.social
· Jul 7
In many XAI applications, it is crucial to determine whether features contribute individually or only when combined. However, existing methods fail to reveal cooperations since they entangle individual contributions with those made via interactions and dependencies. We show how to disentangle them!
The schedule for our Workshop on the Theory of XAI is now online!
🕰️ Dec 2, starting 9am
📍 Bella Center Copenhagen (co-located with EurIPS)
🔗 sites.google.com/view/theory-...
🕰️ Dec 2, starting 9am
📍 Bella Center Copenhagen (co-located with EurIPS)
🔗 sites.google.com/view/theory-...
Theory of XAI Workshop
Explainable AI (XAI) is now deployed across a wide range of settings, including high-stakes domains in which misleading explanations can cause real harm. For example, explanations are required by law ...
sites.google.com
November 12, 2025 at 10:45 AM
The schedule for our Workshop on the Theory of XAI is now online!
🕰️ Dec 2, starting 9am
📍 Bella Center Copenhagen (co-located with EurIPS)
🔗 sites.google.com/view/theory-...
🕰️ Dec 2, starting 9am
📍 Bella Center Copenhagen (co-located with EurIPS)
🔗 sites.google.com/view/theory-...
Reposted by Gunnar König
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...
Keynotes by Rediet Abebe, Solon Borocas, Sylvie Delacroix, Lilian Edwards, Christoph Engel, Michal Gal, Philipp Hacker, Christoph Kern, Christoph Sorge.
ailawinstitute.de/conference-f...
November 3, 2025 at 11:27 AM
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...
Keynotes by Rediet Abebe, Solon Borocas, Sylvie Delacroix, Lilian Edwards, Christoph Engel, Michal Gal, Philipp Hacker, Christoph Kern, Christoph Sorge.
ailawinstitute.de/conference-f...
Reposted by Gunnar König
🔹 Speakers: @jessicahullman.bsky.social, @doloresromerom.bsky.social, @tpimentel.bsky.social & Bernt Schiele
🕒 Call for contributions open until Oct 15 (AoE)
🔗 More info: eurips.cc/ellis
🕒 Call for contributions open until Oct 15 (AoE)
🔗 More info: eurips.cc/ellis
ELLIS UnConference - A NeurIPS-endorsed conference in Europe
A NeurIPS-endorsed conference in Europe held in Copenhagen, Denmark
eurips.cc
October 13, 2025 at 9:10 AM
🔹 Speakers: @jessicahullman.bsky.social, @doloresromerom.bsky.social, @tpimentel.bsky.social & Bernt Schiele
🕒 Call for contributions open until Oct 15 (AoE)
🔗 More info: eurips.cc/ellis
🕒 Call for contributions open until Oct 15 (AoE)
🔗 More info: eurips.cc/ellis
Reposted by Gunnar König
How can we make AI explanations provably correct — not just convincing? 🤔
Join us for the Theory of Explainable Machine Learning Workshop, part of the ELLIS UnConference Copenhagen 🇩🇰 on Dec 2, co-located with #EurIPS.
🕒 Call for contributions open until Oct 15 (AoE)
🔗 eurips.cc/ellis
Join us for the Theory of Explainable Machine Learning Workshop, part of the ELLIS UnConference Copenhagen 🇩🇰 on Dec 2, co-located with #EurIPS.
🕒 Call for contributions open until Oct 15 (AoE)
🔗 eurips.cc/ellis
October 13, 2025 at 9:10 AM
How can we make AI explanations provably correct — not just convincing? 🤔
Join us for the Theory of Explainable Machine Learning Workshop, part of the ELLIS UnConference Copenhagen 🇩🇰 on Dec 2, co-located with #EurIPS.
🕒 Call for contributions open until Oct 15 (AoE)
🔗 eurips.cc/ellis
Join us for the Theory of Explainable Machine Learning Workshop, part of the ELLIS UnConference Copenhagen 🇩🇰 on Dec 2, co-located with #EurIPS.
🕒 Call for contributions open until Oct 15 (AoE)
🔗 eurips.cc/ellis
Reposted by Gunnar König
Interested in provable guarantees and fundamental limitations of XAI? Join us at the "Theory of Explainable AI" workshop Dec 2 in Copenhagen! @ellis.eu @euripsconf.bsky.social
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Theory of XAI Workshop
Explainable AI (XAI) is now deployed across a wide range of settings, including high-stakes domains in which misleading explanations can cause real harm. For example, explanations are required by law ...
sites.google.com
October 7, 2025 at 6:27 PM
Reposted by Gunnar König
Looking forward to talking about our work on the value of explanation for decision-making at this workshop
Interested in provable guarantees and fundamental limitations of XAI? Join us at the "Theory of Explainable AI" workshop Dec 2 in Copenhagen! @ellis.eu @euripsconf.bsky.social
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Theory of XAI Workshop
Explainable AI (XAI) is now deployed across a wide range of settings, including high-stakes domains in which misleading explanations can cause real harm. For example, explanations are required by law ...
sites.google.com
October 7, 2025 at 2:32 PM
Looking forward to talking about our work on the value of explanation for decision-making at this workshop
Reposted by Gunnar König
I have 2 open PhD positions on Mathematical Foundations for Explainable AI:
Position 1: werkenbij.uva.nl/en/vacancies... (apply by October 13, 2025)
Position 2: applications via the Ellis PhD Program: ellis.eu/news/ellis-p... by Oct. 31.
Both positions are equivalent (except for starting dates)
Position 1: werkenbij.uva.nl/en/vacancies... (apply by October 13, 2025)
Position 2: applications via the Ellis PhD Program: ellis.eu/news/ellis-p... by Oct. 31.
Both positions are equivalent (except for starting dates)
Vacancy — PhD Position on Mathematical Foundations for Explainable AI
Are you highly motivated to do PhD research in mathematical machine learning, with special emphasis on mathematical foundations for explainable AI? If yes, the Korteweg-de Vries Institute for Mathemat...
werkenbij.uva.nl
October 7, 2025 at 11:48 AM
I have 2 open PhD positions on Mathematical Foundations for Explainable AI:
Position 1: werkenbij.uva.nl/en/vacancies... (apply by October 13, 2025)
Position 2: applications via the Ellis PhD Program: ellis.eu/news/ellis-p... by Oct. 31.
Both positions are equivalent (except for starting dates)
Position 1: werkenbij.uva.nl/en/vacancies... (apply by October 13, 2025)
Position 2: applications via the Ellis PhD Program: ellis.eu/news/ellis-p... by Oct. 31.
Both positions are equivalent (except for starting dates)
Interested in provable guarantees and fundamental limitations of XAI? Join us at the "Theory of Explainable AI" workshop Dec 2 in Copenhagen! @ellis.eu @euripsconf.bsky.social
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Theory of XAI Workshop
Explainable AI (XAI) is now deployed across a wide range of settings, including high-stakes domains in which misleading explanations can cause real harm. For example, explanations are required by law ...
sites.google.com
October 7, 2025 at 12:53 PM
Interested in provable guarantees and fundamental limitations of XAI? Join us at the "Theory of Explainable AI" workshop Dec 2 in Copenhagen! @ellis.eu @euripsconf.bsky.social
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Speakers: @jessicahullman.bsky.social @doloresromerom.bsky.social @tpimentel.bsky.social
Call for Contributions: Oct 15
Reposted by Gunnar König
expressing appreciation for this scientific diagram
October 5, 2025 at 8:55 PM
expressing appreciation for this scientific diagram
Reposted by Gunnar König
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/
Learning", Dec 2 in Copenhagen as part of the Ellis
Unconference/EurIPS. Submission deadline: Oct 15.
sites.google.com/view/theory-...
eurips.cc/ellis/
October 1, 2025 at 3:30 AM
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/
Learning", Dec 2 in Copenhagen as part of the Ellis
Unconference/EurIPS. Submission deadline: Oct 15.
sites.google.com/view/theory-...
eurips.cc/ellis/
Reposted by Gunnar König
🚨 Workshop on the Theory of Explainable Machine Learning
Call for ≤2 page extended abstract submissions by October 15 now open!
📍 Ellis UnConference in Copenhagen
📅 Dec. 2
🔗 More info: sites.google.com/view/theory-...
@gunnark.bsky.social @ulrikeluxburg.bsky.social @emmanuelesposito.bsky.social
Call for ≤2 page extended abstract submissions by October 15 now open!
📍 Ellis UnConference in Copenhagen
📅 Dec. 2
🔗 More info: sites.google.com/view/theory-...
@gunnark.bsky.social @ulrikeluxburg.bsky.social @emmanuelesposito.bsky.social
Theory of XAI Workshop, Dec 2, 2025
Explainable AI (XAI) is now deployed across a wide range of settings, including high-stakes domains in which misleading explanations can cause real harm. For example, explanations are required by law ...
sites.google.com
September 30, 2025 at 2:01 PM
🚨 Workshop on the Theory of Explainable Machine Learning
Call for ≤2 page extended abstract submissions by October 15 now open!
📍 Ellis UnConference in Copenhagen
📅 Dec. 2
🔗 More info: sites.google.com/view/theory-...
@gunnark.bsky.social @ulrikeluxburg.bsky.social @emmanuelesposito.bsky.social
Call for ≤2 page extended abstract submissions by October 15 now open!
📍 Ellis UnConference in Copenhagen
📅 Dec. 2
🔗 More info: sites.google.com/view/theory-...
@gunnark.bsky.social @ulrikeluxburg.bsky.social @emmanuelesposito.bsky.social
Reposted by Gunnar König
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...
imprs.is.mpg.de/application
ellis.eu/news/ellis-p...
September 17, 2025 at 6:18 AM
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...
imprs.is.mpg.de/application
ellis.eu/news/ellis-p...
In many XAI applications, it is crucial to determine whether features contribute individually or only when combined. However, existing methods fail to reveal cooperations since they entangle individual contributions with those made via interactions and dependencies. We show how to disentangle them!
July 7, 2025 at 3:37 PM
In many XAI applications, it is crucial to determine whether features contribute individually or only when combined. However, existing methods fail to reveal cooperations since they entangle individual contributions with those made via interactions and dependencies. We show how to disentangle them!
Reposted by Gunnar König
Feature importance measures can clarify or mislead. PFI, LOCO, and SAGE each answer a different question.
Understand how to pick the right tool and avoid spurious conclusions: mcml.ai/news/2025-03...
@fionaewald.bsky.social @ludwig-bothmann.bsky.social @giuseppe88.bsky.social @gunnark.bsky.social
Understand how to pick the right tool and avoid spurious conclusions: mcml.ai/news/2025-03...
@fionaewald.bsky.social @ludwig-bothmann.bsky.social @giuseppe88.bsky.social @gunnark.bsky.social
mcml.ai
May 12, 2025 at 12:54 PM
Feature importance measures can clarify or mislead. PFI, LOCO, and SAGE each answer a different question.
Understand how to pick the right tool and avoid spurious conclusions: mcml.ai/news/2025-03...
@fionaewald.bsky.social @ludwig-bothmann.bsky.social @giuseppe88.bsky.social @gunnark.bsky.social
Understand how to pick the right tool and avoid spurious conclusions: mcml.ai/news/2025-03...
@fionaewald.bsky.social @ludwig-bothmann.bsky.social @giuseppe88.bsky.social @gunnark.bsky.social
Reposted by Gunnar König
Finally made it to bluesky as well ...
May 5, 2025 at 8:58 AM
Finally made it to bluesky as well ...
Reposted by Gunnar König
And the video of Gunnar's talk is up on YouTube in case you missed it: youtu.be/7MrMjabTbuM
@gunnark.bsky.social
@gunnark.bsky.social
May 6, 2025 at 3:01 PM
And the video of Gunnar's talk is up on YouTube in case you missed it: youtu.be/7MrMjabTbuM
@gunnark.bsky.social
@gunnark.bsky.social
Reposted by Gunnar König
A starter pack of people working on interpretability / explainability of all kinds, using theoretical and/or empirical approaches.
Reply or DM if you want to be added, and help me reach others!
go.bsky.app/DZv6TSS
Reply or DM if you want to be added, and help me reach others!
go.bsky.app/DZv6TSS
November 14, 2024 at 5:00 PM
A starter pack of people working on interpretability / explainability of all kinds, using theoretical and/or empirical approaches.
Reply or DM if you want to be added, and help me reach others!
go.bsky.app/DZv6TSS
Reply or DM if you want to be added, and help me reach others!
go.bsky.app/DZv6TSS
Reposted by Gunnar König
Here's a fledgling starter pack for the AI community in Tübingen. Let me know if you'd like to be added!
go.bsky.app/NFbVzrA
go.bsky.app/NFbVzrA
Tübingen AI
Join the conversation
go.bsky.app
November 19, 2024 at 1:14 PM
Here's a fledgling starter pack for the AI community in Tübingen. Let me know if you'd like to be added!
go.bsky.app/NFbVzrA
go.bsky.app/NFbVzrA