🔥The 9th Round of Easy Loan, Earn $40 Reward is in progress❗️ ⏰ Promotion Period: January 15th - Feburary 15th, 2025 👉 Register now and check more details at gate.io/campaigns/358

1/3 Just published Nature Reviews Earth & Environment 🌈 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 Judea Pearl's causal hierarchy

3/3 Another highlight: A decision diagram to find the right approach for your problem. Great joint work with Andreas Gerhardus, Gherardo Varando, Veronika Eyring, and Gustau Camps-Valls. Integrate causal thinking into your #MachineLearning data-driven science!

We have three amazing workshops lined up in #UAI2024 this summer. The 9th Causal Inference Workshop at UAI sites.google.com/view/causaluai… The 2nd Causal inference for time series data sites.google.com/view/ci4ts2024/ The 7th Workshop on Tractable Probabilistic Modeling …able-probabilistic-modeling.github.io/tpm2024/

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: sites.google.com/view/ci4ts2024… #CI4TS #UAI2024

Causal Discovery from Time Series with Hybrids of Constraint-Based and Noise-Based Algorithms Daria Bystrova, Charles K. Assaad, Julyan Arbel, Emilie Devijver, Eric Gaussier, Wilfried Thuiller. Action editor: Mingming Gong. openreview.net/forum?id=PGLbZ… #graphs #

🚨 Job alert - PhD in Federated causal discovery and causal representation in a high dimensional setting with applications to epidemiology 🚨 👉 Description: ckassaad.github.io/CIPHOD/proposa… 👉 Deadline: June 13th #causality #AI #epidemiology #health #phd Inserm Sorbonne Université

Excited to share that our paper, "Identifiability of Total Effects from Abstractions of Time Series Causal Graphs," has been accepted to UAI 2025! 🎉 If you're attending #UAI2024, stop by my poster tomorrow. Can't make it? Check it out online: arxiv.org/pdf/2310.14691

Honored to be selected for the second year in a row as one of the Top Reviewers UAI 2025 ! This year, 50 top reviewers were chosen out of ~750 as reviewers. Congratulations to all who made the list! For the full list, check the following link: auai.org/uai2024/top_re…

Andreas Gerhardus, @JonasChoice, and Oana Popescu opening the second edition of the causal inference for time series workshop UAI 2025 in Barcelona 🇪🇸 For more details about the workshop 👉🏻 sites.google.com/view/ci4ts2024…

Great talks and discussions! Huge thanks to the organizers for hosting such a wonderful event and making it accessible via live streaming. 👏👏

Congratulations to Lei ZAN for successfully defending his PhD! 🎉 Lei was the first PhD I co-supervised (with Eric Gaussier and Emilie Devijver), and I couldn’t be prouder of his achievement. Lei had many contributions that made causal discovery applicable in IT monitoring!

🚨 New paper Transactions on Machine Learning Research ! This paper introduces the SCG-front-door criterion to identify micro total effects from Summary Causal Graphs even in the presence of: ✅Latent confounding, ✅Instantaneous effects ✅Cycles 📄 read more: openreview.net/pdf?id=5f7YlSK… #CausalInference