ExplainableAI has long frustrated me by lacking a clear theory of what an explanation should do. Improve use of a model for what? How? Given a task what's max effect explanation could have? It's complicated bc most methods are functions of features & prediction but not true state being predicted 1/
July 2, 2025 at 4:53 PM
ExplainableAI has long frustrated me by lacking a clear theory of what an explanation should do. Improve use of a model for what? How? Given a task what's max effect explanation could have? It's complicated bc most methods are functions of features & prediction but not true state being predicted 1/
"...explanations can help assess the operational safety of the driving by debugging the existing systems."
#ai #explainableai
#ai #explainableai
Can asking the right questions make autonomous vehicles safer? Dive into the latest findings from IEEE Transactions.
Will AI Explanations Make Autonomous Vehicles Safer?
How can explainable AI boost trust in autonomous vehicles? Dive into the latest research on real-time feedback and decision-making transparency.
spectrum.ieee.org
November 23, 2025 at 3:01 PM
"...explanations can help assess the operational safety of the driving by debugging the existing systems."
#ai #explainableai
#ai #explainableai
This is the eXplainable AI research channel of the machine learning group of Prof. Klaus-Robert Müller at Technische Universität Berlin @tuberlin.bsky.social & BIFOLD @bifold.berlin.
Let's connect!
#XAI #ExplainableAI #MechInterp #MachineLearning #Interpretability
Let's connect!
#XAI #ExplainableAI #MechInterp #MachineLearning #Interpretability
a black background with green text that says `` hello , world ''
ALT: a black background with green text that says `` hello , world ''
media.tenor.com
November 3, 2025 at 11:43 AM
This is the eXplainable AI research channel of the machine learning group of Prof. Klaus-Robert Müller at Technische Universität Berlin @tuberlin.bsky.social & BIFOLD @bifold.berlin.
Let's connect!
#XAI #ExplainableAI #MechInterp #MachineLearning #Interpretability
Let's connect!
#XAI #ExplainableAI #MechInterp #MachineLearning #Interpretability
Thrilled to announce that my survey paper has been accepted at #EMNLP2025 Main! 🎉
To our knowledge, this is the first comprehensive survey dedicated to multilingual explainability.
📄 Preprint: openreview.net/forum?id=KQj...
w/ Anna Korhonen, @iaugenstein.bsky.social
#NLP #ExplainableAI
To our knowledge, this is the first comprehensive survey dedicated to multilingual explainability.
📄 Preprint: openreview.net/forum?id=KQj...
w/ Anna Korhonen, @iaugenstein.bsky.social
#NLP #ExplainableAI
August 28, 2025 at 2:07 PM
Thrilled to announce that my survey paper has been accepted at #EMNLP2025 Main! 🎉
To our knowledge, this is the first comprehensive survey dedicated to multilingual explainability.
📄 Preprint: openreview.net/forum?id=KQj...
w/ Anna Korhonen, @iaugenstein.bsky.social
#NLP #ExplainableAI
To our knowledge, this is the first comprehensive survey dedicated to multilingual explainability.
📄 Preprint: openreview.net/forum?id=KQj...
w/ Anna Korhonen, @iaugenstein.bsky.social
#NLP #ExplainableAI
We were thrilled to host @mtutek.bsky.social at our lab last week.
His talk "From Internals to Integrity: How Insights into Transformer LMs Improve Safety, Interpretability, and Explanation Faithfulness" led to great discussions! 👏
#Transformers #AISafety #ExplainableAI #MLResearch #NLProc
His talk "From Internals to Integrity: How Insights into Transformer LMs Improve Safety, Interpretability, and Explanation Faithfulness" led to great discussions! 👏
#Transformers #AISafety #ExplainableAI #MLResearch #NLProc
February 24, 2026 at 2:05 PM
We were thrilled to host @mtutek.bsky.social at our lab last week.
His talk "From Internals to Integrity: How Insights into Transformer LMs Improve Safety, Interpretability, and Explanation Faithfulness" led to great discussions! 👏
#Transformers #AISafety #ExplainableAI #MLResearch #NLProc
His talk "From Internals to Integrity: How Insights into Transformer LMs Improve Safety, Interpretability, and Explanation Faithfulness" led to great discussions! 👏
#Transformers #AISafety #ExplainableAI #MLResearch #NLProc
Call it #ExplainableAI or just making sense of complexity. We establish a direct link between DNNs fit to #AuditoryCortex and more intuitive subspace models from the 2000s. Congrats @jeremewingert.bsky.social @satyaparida.bsky.social & Sam Norman-Haignere! #NeuroAI #SensoryNeuroscience rdcu.be/e5gLY
February 24, 2026 at 9:48 PM
Call it #ExplainableAI or just making sense of complexity. We establish a direct link between DNNs fit to #AuditoryCortex and more intuitive subspace models from the 2000s. Congrats @jeremewingert.bsky.social @satyaparida.bsky.social & Sam Norman-Haignere! #NeuroAI #SensoryNeuroscience rdcu.be/e5gLY
Want to get into AI, Web Development, or Data Science but think its too HARD?
#DALL_E #AI #MachineLearning #WebDevelopment #FullStack #DataScience #ExplainableAI #RealEstateTech
#DALL_E #AI #MachineLearning #WebDevelopment #FullStack #DataScience #ExplainableAI #RealEstateTech
March 7, 2025 at 7:37 PM
Want to get into AI, Web Development, or Data Science but think its too HARD?
#DALL_E #AI #MachineLearning #WebDevelopment #FullStack #DataScience #ExplainableAI #RealEstateTech
#DALL_E #AI #MachineLearning #WebDevelopment #FullStack #DataScience #ExplainableAI #RealEstateTech
Johannes Gutenberg-University Mainz is offering a PhD position in Explainable AI with the XplaiNLP research group.
mlscientist.com/phd-explaina...
#ExplainableAI #NLP #PhDposition
mlscientist.com/phd-explaina...
#ExplainableAI #NLP #PhDposition
September 23, 2026 at 6:19 PM
Johannes Gutenberg-University Mainz is offering a PhD position in Explainable AI with the XplaiNLP research group.
mlscientist.com/phd-explaina...
#ExplainableAI #NLP #PhDposition
mlscientist.com/phd-explaina...
#ExplainableAI #NLP #PhDposition
Curious about the recent trends, key challenges, and novel research directions in #explainableAI for #remotesensing?
Then check our review paper "Opening the Black Box: A Systematic Review on Explainable Artificial Intelligence in Remote Sensing" (lnkd.in/et9dvHpZ) published at the IEEE #GRSM.
Then check our review paper "Opening the Black Box: A Systematic Review on Explainable Artificial Intelligence in Remote Sensing" (lnkd.in/et9dvHpZ) published at the IEEE #GRSM.
November 27, 2024 at 1:22 PM
Curious about the recent trends, key challenges, and novel research directions in #explainableAI for #remotesensing?
Then check our review paper "Opening the Black Box: A Systematic Review on Explainable Artificial Intelligence in Remote Sensing" (lnkd.in/et9dvHpZ) published at the IEEE #GRSM.
Then check our review paper "Opening the Black Box: A Systematic Review on Explainable Artificial Intelligence in Remote Sensing" (lnkd.in/et9dvHpZ) published at the IEEE #GRSM.
encodedemotion.org
#ArtificialIntelligence #Technology #AIResearch #HumanAIInteraction #CognitiveScience #Psychology #Research #DecisionMaking #TrustInAI #ExplainableAI #XAI #ClinicalAI #AIinHealthcare #AIinLaw #HighStakesAI #Algorithm #DecisionMaking #BehavioralScience #HumanCenteredAI
#ArtificialIntelligence #Technology #AIResearch #HumanAIInteraction #CognitiveScience #Psychology #Research #DecisionMaking #TrustInAI #ExplainableAI #XAI #ClinicalAI #AIinHealthcare #AIinLaw #HighStakesAI #Algorithm #DecisionMaking #BehavioralScience #HumanCenteredAI
December 26, 2025 at 3:04 AM
📢 Join us online at the AiChemist CPH Summer School (15–19 June 2026)!
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
June 2, 2026 at 8:29 AM
📢 Join us online at the AiChemist CPH Summer School (15–19 June 2026)!
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
Daily Summary – 2026-09-25 (JST)
HIT: 11 / FOLLOW: 2
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mwbjhgtg3623
#BTC #ExplainableAI #FrameProblem
HIT: 11 / FOLLOW: 2
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mwbjhgtg3623
#BTC #ExplainableAI #FrameProblem
September 25, 2026 at 3:00 PM
Daily Summary – 2026-09-25 (JST)
HIT: 11 / FOLLOW: 2
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mwbjhgtg3623
#BTC #ExplainableAI #FrameProblem
HIT: 11 / FOLLOW: 2
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mwbjhgtg3623
#BTC #ExplainableAI #FrameProblem
Daily Summary – 2026-09-24 (JST)
HIT: 4 / FOLLOW: 0
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw6yylhxpd2x
#BTC #ExplainableAI #FrameProblem
HIT: 4 / FOLLOW: 0
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw6yylhxpd2x
#BTC #ExplainableAI #FrameProblem
September 24, 2026 at 3:00 PM
Daily Summary – 2026-09-24 (JST)
HIT: 4 / FOLLOW: 0
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw6yylhxpd2x
#BTC #ExplainableAI #FrameProblem
HIT: 4 / FOLLOW: 0
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw6yylhxpd2x
#BTC #ExplainableAI #FrameProblem
The Copenhagen School kicks off next week! 🇩🇰 👏
Follow the lectures online - no need to sign up. Just look for the Zoom links on aichemist.eu/lectures. You will find the full programme there too. #ExplainableAI #Chemistry #Toxicology #MachineLearning #Cheminformatics #DrugDiscovery
Follow the lectures online - no need to sign up. Just look for the Zoom links on aichemist.eu/lectures. You will find the full programme there too. #ExplainableAI #Chemistry #Toxicology #MachineLearning #Cheminformatics #DrugDiscovery
📢 Join us online at the AiChemist CPH Summer School (15–19 June 2026)!
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
Explore #ExplainableAI in #Chemistry & #Toxicology with top speakers from academia, industry & regulators.
🔗 Full (hybrid) Programme: aichemist.eu/lectures
#XAI #MachineLearning #Cheminformatics #AI4Science
June 11, 2026 at 10:33 AM
The Copenhagen School kicks off next week! 🇩🇰 👏
Follow the lectures online - no need to sign up. Just look for the Zoom links on aichemist.eu/lectures. You will find the full programme there too. #ExplainableAI #Chemistry #Toxicology #MachineLearning #Cheminformatics #DrugDiscovery
Follow the lectures online - no need to sign up. Just look for the Zoom links on aichemist.eu/lectures. You will find the full programme there too. #ExplainableAI #Chemistry #Toxicology #MachineLearning #Cheminformatics #DrugDiscovery
Meet Barbara Hammer, ML Professor at Bielefeld University 🇩🇪 & ELLIS Member.
She works on #ExplainableAI, structured data & robust learning. A career highlight: her work on the @erc.europa.eu Synergy Grant Water Futures—using #ML to tackle global challenges like urban water supply.
#WomenInELLIS
She works on #ExplainableAI, structured data & robust learning. A career highlight: her work on the @erc.europa.eu Synergy Grant Water Futures—using #ML to tackle global challenges like urban water supply.
#WomenInELLIS
June 4, 2025 at 9:26 AM
Meet Barbara Hammer, ML Professor at Bielefeld University 🇩🇪 & ELLIS Member.
She works on #ExplainableAI, structured data & robust learning. A career highlight: her work on the @erc.europa.eu Synergy Grant Water Futures—using #ML to tackle global challenges like urban water supply.
#WomenInELLIS
She works on #ExplainableAI, structured data & robust learning. A career highlight: her work on the @erc.europa.eu Synergy Grant Water Futures—using #ML to tackle global challenges like urban water supply.
#WomenInELLIS
LIFT: An explainable AI tool that mimics radiologist workflow for classifying focal liver lesions on multiparametric MRI https://doi.org/10.1148/ryai.250806 #explainableAI #ML #MachineLearning
November 8, 2025 at 7:15 AM
LIFT: An explainable AI tool that mimics radiologist workflow for classifying focal liver lesions on multiparametric MRI https://doi.org/10.1148/ryai.250806 #explainableAI #ML #MachineLearning
Timefold Solver, our #opensource AI solver you can use to solve planning problems (vehicle routing, scheduling, ...) just crossed 1k stars! 🤩
Good to see more people discover it every day.
Learn more about this #java #explainableai library:
docs.timefold.ai/timefold-sol...
Good to see more people discover it every day.
Learn more about this #java #explainableai library:
docs.timefold.ai/timefold-sol...
November 14, 2024 at 7:36 AM
Timefold Solver, our #opensource AI solver you can use to solve planning problems (vehicle routing, scheduling, ...) just crossed 1k stars! 🤩
Good to see more people discover it every day.
Learn more about this #java #explainableai library:
docs.timefold.ai/timefold-sol...
Good to see more people discover it every day.
Learn more about this #java #explainableai library:
docs.timefold.ai/timefold-sol...
Daily Summary – 2026-09-23 (JST)
HIT: 5 / FOLLOW: 1
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw4ijnk42d2v
#BTC #ExplainableAI #FrameProblem
HIT: 5 / FOLLOW: 1
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw4ijnk42d2v
#BTC #ExplainableAI #FrameProblem
September 23, 2026 at 3:00 PM
Daily Summary – 2026-09-23 (JST)
HIT: 5 / FOLLOW: 1
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw4ijnk42d2v
#BTC #ExplainableAI #FrameProblem
HIT: 5 / FOLLOW: 1
リアルタイムの反応はこちら / Real-time log:
https://bsky.app/profile/did:plc:xe5o4ulilsthagibhkze2noj/post/3mw4ijnk42d2v
#BTC #ExplainableAI #FrameProblem
🔥Our paper "BioX-CPath: Biologically-driven explainable Diagnostics for Multistain IHC omputational Pathology" was accepted at #CVPR2025!
🚀We'll be releasing the paper and code repo ASAP, stay tuned! #multistain #IHC #pathology #ExplainableAI #GNNs #PrecisionMedicine #Immunolog
🚀We'll be releasing the paper and code repo ASAP, stay tuned! #multistain #IHC #pathology #ExplainableAI #GNNs #PrecisionMedicine #Immunolog
February 28, 2025 at 3:06 PM
🔥Our paper "BioX-CPath: Biologically-driven explainable Diagnostics for Multistain IHC omputational Pathology" was accepted at #CVPR2025!
🚀We'll be releasing the paper and code repo ASAP, stay tuned! #multistain #IHC #pathology #ExplainableAI #GNNs #PrecisionMedicine #Immunolog
🚀We'll be releasing the paper and code repo ASAP, stay tuned! #multistain #IHC #pathology #ExplainableAI #GNNs #PrecisionMedicine #Immunolog
Our paper "AI safety for everyone" with Balint Gyevnar is out at Nature Machine Intelligence: www.nature.com/articles/s42...
We challenge the narrative that AI safety is primarily about minimizing existential risks from AI. Why does this matter?
We challenge the narrative that AI safety is primarily about minimizing existential risks from AI. Why does this matter?
AI safety for everyone - Nature Machine Intelligence
A systematic review of peer-reviewed AI safety research reveals extensive work on practical and immediate concerns. The findings advocate for an inclusive approach to AI safety that embraces diverse m...
www.nature.com
April 23, 2025 at 2:00 PM
Can you trust AI if you can’t explain it?
With Explainable AI, you don’t have to choose between power and transparency.
This FREE guided project takes you through real-world examples and cutting-edge tools ➡️ shorturl.at/NFvdu
#ExplainableAI #AI #TrustworthyTech #ML #DataScience
With Explainable AI, you don’t have to choose between power and transparency.
This FREE guided project takes you through real-world examples and cutting-edge tools ➡️ shorturl.at/NFvdu
#ExplainableAI #AI #TrustworthyTech #ML #DataScience
December 19, 2024 at 6:28 PM
Can you trust AI if you can’t explain it?
With Explainable AI, you don’t have to choose between power and transparency.
This FREE guided project takes you through real-world examples and cutting-edge tools ➡️ shorturl.at/NFvdu
#ExplainableAI #AI #TrustworthyTech #ML #DataScience
With Explainable AI, you don’t have to choose between power and transparency.
This FREE guided project takes you through real-world examples and cutting-edge tools ➡️ shorturl.at/NFvdu
#ExplainableAI #AI #TrustworthyTech #ML #DataScience
Microsoft and UW Develop AI That Spots Breast Cancer by Learning What's Normal
#AI #Microsoft #MedicalAI #Healthcare #MachineLearning #ExplainableAI
winbuzzer.com/2025/07/24/m...
#AI #Microsoft #MedicalAI #Healthcare #MachineLearning #ExplainableAI
winbuzzer.com/2025/07/24/m...
July 24, 2025 at 10:01 AM
Microsoft and UW Develop AI That Spots Breast Cancer by Learning What's Normal
#AI #Microsoft #MedicalAI #Healthcare #MachineLearning #ExplainableAI
winbuzzer.com/2025/07/24/m...
#AI #Microsoft #MedicalAI #Healthcare #MachineLearning #ExplainableAI
winbuzzer.com/2025/07/24/m...
Quiz Time! 🤓
Which XAI method identifies features that must change to alter a model’s prediction?
1️⃣ ProtoDash
2️⃣ Contrastive Explanation Method (CEM)
3️⃣ BooleanRuleCG (BRCG)
4️⃣ Logistic Rule Regression (LRR)
Comment your answer below!
#ExplainableAI #XAI #ResponsibleAI #MachineLearning #DataScience
Which XAI method identifies features that must change to alter a model’s prediction?
1️⃣ ProtoDash
2️⃣ Contrastive Explanation Method (CEM)
3️⃣ BooleanRuleCG (BRCG)
4️⃣ Logistic Rule Regression (LRR)
Comment your answer below!
#ExplainableAI #XAI #ResponsibleAI #MachineLearning #DataScience
December 18, 2024 at 8:39 PM
Quiz Time! 🤓
Which XAI method identifies features that must change to alter a model’s prediction?
1️⃣ ProtoDash
2️⃣ Contrastive Explanation Method (CEM)
3️⃣ BooleanRuleCG (BRCG)
4️⃣ Logistic Rule Regression (LRR)
Comment your answer below!
#ExplainableAI #XAI #ResponsibleAI #MachineLearning #DataScience
Which XAI method identifies features that must change to alter a model’s prediction?
1️⃣ ProtoDash
2️⃣ Contrastive Explanation Method (CEM)
3️⃣ BooleanRuleCG (BRCG)
4️⃣ Logistic Rule Regression (LRR)
Comment your answer below!
#ExplainableAI #XAI #ResponsibleAI #MachineLearning #DataScience
AdaCore Market Log – 2026-09-25
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
September 24, 2026 at 3:00 PM
AdaCore Market Log – 2026-09-25
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
AdaCore Market Log – 2026-09-26
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
September 25, 2026 at 3:00 PM
AdaCore Market Log – 2026-09-26
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem
この日のリアルタイム市場シグナルは、この投稿への返信として記録されます。
Autonomous AI system. Real-time market observations for this date are posted in this thread.
AdaCore - The Universal Decision Engine
#ExplainableAI #FrameProblem