Jakob Runge
@jakobrunge.bsky.social
Professor of AI in the Sciences at University of Potsdam // causalinferencelab.com
Here's a recent intro talk on the Tigramite python package for causal inference on time series data (also works on non-time series):
www.youtube.com/watch?v=DZbL...
Github: github.com/jakobrunge/t...
Part of the great Online Causal Inference Seminar series:
sites.google.com/view/ocis/home
www.youtube.com/watch?v=DZbL...
Github: github.com/jakobrunge/t...
Part of the great Online Causal Inference Seminar series:
sites.google.com/view/ocis/home
Jakob Runge: Causal Inference on Time Series Data with the Tigramite Package
YouTube video by Online Causal Inference Seminar
www.youtube.com
November 4, 2025 at 5:01 PM
Here's a recent intro talk on the Tigramite python package for causal inference on time series data (also works on non-time series):
www.youtube.com/watch?v=DZbL...
Github: github.com/jakobrunge/t...
Part of the great Online Causal Inference Seminar series:
sites.google.com/view/ocis/home
www.youtube.com/watch?v=DZbL...
Github: github.com/jakobrunge/t...
Part of the great Online Causal Inference Seminar series:
sites.google.com/view/ocis/home
Save the date! 🌍
Climate Informatics will convene researchers at the intersection of weather & climate science, statistics, and machine learning, April 27-30, 2026 on our beautiful UNIL/EPFL campus by Lake Geneva in Lausanne, Switzerland.
More info: climateinformatics.org
Climate Informatics will convene researchers at the intersection of weather & climate science, statistics, and machine learning, April 27-30, 2026 on our beautiful UNIL/EPFL campus by Lake Geneva in Lausanne, Switzerland.
More info: climateinformatics.org
Climate Informatics
An open community at the intersection of climate science and data science.
climateinformatics.org
October 2, 2025 at 5:39 AM
Save the date! 🌍
Climate Informatics will convene researchers at the intersection of weather & climate science, statistics, and machine learning, April 27-30, 2026 on our beautiful UNIL/EPFL campus by Lake Geneva in Lausanne, Switzerland.
More info: climateinformatics.org
Climate Informatics will convene researchers at the intersection of weather & climate science, statistics, and machine learning, April 27-30, 2026 on our beautiful UNIL/EPFL campus by Lake Geneva in Lausanne, Switzerland.
More info: climateinformatics.org
Reposted by Jakob Runge
🎉 The first edition of the "Causal Abstractions and Representations" workshop is here!
🇧🇷 Proudly hosted by @auai.org, we'll be in Rio de Janeiro on July 25, 2025.
🔨 Check out our invited speakers and the call for papers: we can't wait to see your submissions!
🌐 sites.google.com/view/car-25/
🇧🇷 Proudly hosted by @auai.org, we'll be in Rio de Janeiro on July 25, 2025.
🔨 Check out our invited speakers and the call for papers: we can't wait to see your submissions!
🌐 sites.google.com/view/car-25/
CAR
Causal Abstractions and Representations Workshop @ UAI 2025 July 25th 2025, Rio de Janeiro 🇧🇷
sites.google.com
April 2, 2025 at 2:53 PM
🎉 The first edition of the "Causal Abstractions and Representations" workshop is here!
🇧🇷 Proudly hosted by @auai.org, we'll be in Rio de Janeiro on July 25, 2025.
🔨 Check out our invited speakers and the call for papers: we can't wait to see your submissions!
🌐 sites.google.com/view/car-25/
🇧🇷 Proudly hosted by @auai.org, we'll be in Rio de Janeiro on July 25, 2025.
🔨 Check out our invited speakers and the call for papers: we can't wait to see your submissions!
🌐 sites.google.com/view/car-25/
Got multivariate X and/or Y and want to test conditional independence X _|_ Y | Z ? PairwiseMultCI is a wrapper that turns any univariate CI test into a multivariate one... it can also help increase power!
Tigramite tutorial github.com/jakobrunge/t... UAI Paper proceedings.mlr.press/v216/hochspr...
Tigramite tutorial github.com/jakobrunge/t... UAI Paper proceedings.mlr.press/v216/hochspr...
tigramite/tutorials/causal_discovery/tigramite_tutorial_pairwise_mult_ci.ipynb at master · jakobrunge/tigramite
Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at - jakobrunge/tigramite
github.com
December 17, 2024 at 7:28 AM
Got multivariate X and/or Y and want to test conditional independence X _|_ Y | Z ? PairwiseMultCI is a wrapper that turns any univariate CI test into a multivariate one... it can also help increase power!
Tigramite tutorial github.com/jakobrunge/t... UAI Paper proceedings.mlr.press/v216/hochspr...
Tigramite tutorial github.com/jakobrunge/t... UAI Paper proceedings.mlr.press/v216/hochspr...
Causal discovery loves conditional independence tests -- here's our CI test of the month: ParCorrWLS can deal with heteroskedastic data! Tigramite tutorial: github.com/jakobrunge/t... NeurIPS paper: proceedings.neurips.cc/paper_files/...
tigramite/tutorials/causal_discovery/tigramite_tutorial_heteroskedastic_ParCorrWLS.ipynb at master · jakobrunge/tigramite
Tigramite is a python package for causal inference with a focus on time series data. The Tigramite documentation is at - jakobrunge/tigramite
github.com
November 29, 2024 at 10:22 AM
Causal discovery loves conditional independence tests -- here's our CI test of the month: ParCorrWLS can deal with heteroskedastic data! Tigramite tutorial: github.com/jakobrunge/t... NeurIPS paper: proceedings.neurips.cc/paper_files/...
Hello BlueSky! This is the start of my new timeline, gradually moving away from X/Twitter. Thanks for following! I will share new work here and look forward to exchanging ideas on causal inference for time series data with you!
November 21, 2024 at 4:31 PM
Hello BlueSky! This is the start of my new timeline, gradually moving away from X/Twitter. Thanks for following! I will share new work here and look forward to exchanging ideas on causal inference for time series data with you!
Bagged-PCMCI+ is out! A bootstrap approach to enhance precision+recall and confidence quantification for causal links. Check out our CLeaR paper: https://rb.gy/6t5gba and tigramite tutorial: https://rb.gy/db9ro1 #CLeaR2024 @ELLISforEurope @ERC_Research @KDebeire
November 26, 2024 at 8:49 AM
Bagged-PCMCI+ is out! A bootstrap approach to enhance precision+recall and confidence quantification for causal links. Check out our CLeaR paper: https://rb.gy/6t5gba and tigramite tutorial: https://rb.gy/db9ro1 #CLeaR2024 @ELLISforEurope @ERC_Research @KDebeire
Contribute to the 2nd workshop on causal inference for time series at UAI, this year on July 19 in Barcelona! Deadline for submissions is May 19, less than 10 days to go! Looking forward to another successful event! Details: https://sites.google.com/view/ci4ts2024/home #CI4TS #UAI2024
Causal inference for time series
About the workshop
sites.google.com
November 26, 2024 at 8:48 AM
Contribute to the 2nd workshop on causal inference for time series at UAI, this year on July 19 in Barcelona! Deadline for submissions is May 19, less than 10 days to go! Looking forward to another successful event! Details: https://sites.google.com/view/ci4ts2024/home #CI4TS #UAI2024
Got causal questions and multiple datasets collected for different contexts/conditions/subjects/locations? Try J-PCMCI+, a causal discovery method for multiple time-series datasets, able to handle both observed and latent context-confounding! https://proceedings.mlr.press/v216/gunther23a.html
November 26, 2024 at 8:48 AM
Got causal questions and multiple datasets collected for different contexts/conditions/subjects/locations? Try J-PCMCI+, a causal discovery method for multiple time-series datasets, able to handle both observed and latent context-confounding! https://proceedings.mlr.press/v216/gunther23a.html
How do you choose you pet friend in the zoo of causal inference methods? Our recent JMLR paper provides a comprehensive benchmark comparison for the bivariate cause-effect challenge: https://www.jmlr.org/papers/v24/22-0151.html. For this and many more benchmarks visit http://causeme.net!
November 26, 2024 at 8:48 AM
How do you choose you pet friend in the zoo of causal inference methods? Our recent JMLR paper provides a comprehensive benchmark comparison for the bivariate cause-effect challenge: https://www.jmlr.org/papers/v24/22-0151.html. For this and many more benchmarks visit http://causeme.net!
A view-only version can be found here: https://rdcu.be/dfs5X
November 26, 2024 at 8:48 AM
A view-only version can be found here: https://rdcu.be/dfs5X
1/3 Just published @NatRevEarthEnv https://tinyurl.com/3zb8cu7s. A guide to #causalinference for time series: Phrase your problem as a causal Question, transparently state Assumptions, and apply the right method on your Data with the QAD-template based on @yudapearl's causal hierarchy
November 26, 2024 at 8:48 AM
1/3 Just published @NatRevEarthEnv https://tinyurl.com/3zb8cu7s. A guide to #causalinference for time series: Phrase your problem as a causal Question, transparently state Assumptions, and apply the right method on your Data with the QAD-template based on @yudapearl's causal hierarchy
Looking for a gentle introduction to #causalinference and relations to #MachineLearning learning? Kenneth Styppa heads a blog series of our group at https://medium.com/causality-in-data-science
Causality in Data Science – Medium
In this blog researchers and practitioners from the causal inference research group at the german aerospace center publish easy to read blog articles that should give an introduction to the topics of causal inference in machine learning.
medium.com
November 26, 2024 at 8:48 AM
Looking for a gentle introduction to #causalinference and relations to #MachineLearning learning? Kenneth Styppa heads a blog series of our group at https://medium.com/causality-in-data-science
We are hiring a scientific programmer (German E13 salary) in Jena to support tigramite and other software projects! Interested? More on https://climateinformaticslab.com/jobs/
Jobs
climateinformaticslab.com
November 26, 2024 at 8:48 AM
We are hiring a scientific programmer (German E13 salary) in Jena to support tigramite and other software projects! Interested? More on https://climateinformaticslab.com/jobs/
To all (too)late-submitters: We extended the paper deadline by a few days, it is now June 03 11:59AM UTC-0 !
Few days left to submit to our UAI workshop on causal inference for time series data!
Happy to announce a workshop on causal inference for time series data at @UncertaintyInAI in August this year, together with @saramagliacane @ckassaad @JonasChoice and others! Including a Call4Papers 👉 https://sites.google.com/view/ci4ts2023
November 26, 2024 at 8:48 AM
To all (too)late-submitters: We extended the paper deadline by a few days, it is now June 03 11:59AM UTC-0 !
Few days left to submit to our UAI workshop on causal inference for time series data!
Happy to announce a workshop on causal inference for time series data at @UncertaintyInAI in August this year, together with @saramagliacane @ckassaad @JonasChoice and others! Including a Call4Papers 👉 https://sites.google.com/view/ci4ts2023
November 26, 2024 at 8:48 AM
Few days left to submit to our UAI workshop on causal inference for time series data!
Happy to announce a workshop on causal inference for time series data at @UncertaintyInAI in August this year, together with @saramagliacane @ckassaad @JonasChoice and others! Including a Call4Papers 👉 https://sites.google.com/view/ci4ts2023
November 26, 2024 at 8:47 AM
Happy to announce a workshop on causal inference for time series data at @UncertaintyInAI in August this year, together with @saramagliacane @ckassaad @JonasChoice and others! Including a Call4Papers 👉 https://sites.google.com/view/ci4ts2023
Great to be attending @Climformatics in lovely Cambridge! Congratulations to the organisers for setting it up so well! https://twitter.com/Climformatics/status/1648607027671834624
November 26, 2024 at 8:47 AM
Great to be attending @Climformatics in lovely Cambridge! Congratulations to the organisers for setting it up so well! https://twitter.com/Climformatics/status/1648607027671834624
Join the Causal Inference Lab! Open #postdoc position on developing #causality methods for a range of application domains! --> http://climateinformaticslab.com @DLRdatascience @ELLISforEurope @ERC_Research
November 26, 2024 at 8:47 AM
Join the Causal Inference Lab! Open #postdoc position on developing #causality methods for a range of application domains! --> http://climateinformaticslab.com @DLRdatascience @ELLISforEurope @ERC_Research
1/2: We just published a paper in @EnvDataScience where we present the SAVAR model, a spatiotemporal toy model for benchmarking causal inference methods. Congratulations to Xavi Tibau! And now time to test your causal methods! https://bit.ly/3LQA7zh
November 26, 2024 at 8:47 AM
1/2: We just published a paper in @EnvDataScience where we present the SAVAR model, a spatiotemporal toy model for benchmarking causal inference methods. Congratulations to Xavi Tibau! And now time to test your causal methods! https://bit.ly/3LQA7zh
**Join the Causal Inference and Climate Informatics Lab!**
We are expanding with 4 open #postdoc positions (#phd also possible) on developing #causality theory and methods for #EarthSciences and beyond!
👉 http://climateinformaticslab.com
@DLRdatascience @ELLISforEurope @ERC_Research
We are expanding with 4 open #postdoc positions (#phd also possible) on developing #causality theory and methods for #EarthSciences and beyond!
👉 http://climateinformaticslab.com
@DLRdatascience @ELLISforEurope @ERC_Research
News
climateinformaticslab.com
November 26, 2024 at 8:47 AM
**Join the Causal Inference and Climate Informatics Lab!**
We are expanding with 4 open #postdoc positions (#phd also possible) on developing #causality theory and methods for #EarthSciences and beyond!
👉 http://climateinformaticslab.com
@DLRdatascience @ELLISforEurope @ERC_Research
We are expanding with 4 open #postdoc positions (#phd also possible) on developing #causality theory and methods for #EarthSciences and beyond!
👉 http://climateinformaticslab.com
@DLRdatascience @ELLISforEurope @ERC_Research
What are the causes behind recent extreme floods? Coming from math/stats/physics/ML and want to develop #Causality and #AI theory and methods to better understand extremes? --> Open positions with @ZscheischlerJak and further collaborators: http://climateinformaticslab.com @Compound_Event
November 26, 2024 at 8:47 AM
What are the causes behind recent extreme floods? Coming from math/stats/physics/ML and want to develop #Causality and #AI theory and methods to better understand extremes? --> Open positions with @ZscheischlerJak and further collaborators: http://climateinformaticslab.com @Compound_Event
Got a background in math/stats/physics/ML and want to work on #Causality and #AI inspired by challenges in #EarthSciences and #ClimateChange? --> Well-funded #Postdoc/#PhD posts at @TUBerlin and @DLR_en Jena! --> http://climateinformaticslab.com @ELLISforEurope @ERC_Research
November 26, 2024 at 8:47 AM
Got a background in math/stats/physics/ML and want to work on #Causality and #AI inspired by challenges in #EarthSciences and #ClimateChange? --> Well-funded #Postdoc/#PhD posts at @TUBerlin and @DLR_en Jena! --> http://climateinformaticslab.com @ELLISforEurope @ERC_Research
The ClimateInformaticsLab starts a new branch at @TUBerlin as part of my ERC Starting Grant #CausalEarth. We have two upcoming #Postdoc/#PhD positions in #Berlin on #Causality and #AI for #Earth sciences. More info: https://climateinformaticslab.com @ELLISforEurope @ERC_Research @EU_H2020
News
climateinformaticslab.com
November 26, 2024 at 8:46 AM
The ClimateInformaticsLab starts a new branch at @TUBerlin as part of my ERC Starting Grant #CausalEarth. We have two upcoming #Postdoc/#PhD positions in #Berlin on #Causality and #AI for #Earth sciences. More info: https://climateinformaticslab.com @ELLISforEurope @ERC_Research @EU_H2020
Keep an eye on upcoming exciting PhD and postdoc opportunities within the ELLIS network that fosters AI in Europe. Soon I'll also announce some positions in my lab as part of my recent ERC Starting grant: https://ellis.eu/de/news/ellis-phd-program-call-for-applications
November 26, 2024 at 8:46 AM
Keep an eye on upcoming exciting PhD and postdoc opportunities within the ELLIS network that fosters AI in Europe. Soon I'll also announce some positions in my lab as part of my recent ERC Starting grant: https://ellis.eu/de/news/ellis-phd-program-call-for-applications