Sara Magliacane
@smaglia.bsky.social
Assistant prof in the Amsterdam Machine Learning Lab at the University of Amsterdam | ELLIS scholar | #causality #causalML anything #causal | 🇮🇹🇸🇮 in 🇳🇱 | #UAI2025 program chair and #UAI2026 general chair
https://saramagliacane.github.io/
https://saramagliacane.github.io/
Pinned
Sara Magliacane
@smaglia.bsky.social
· Jul 21
#UAI2025 is about to start in Rio de Janeiro 🇧🇷 in Copacabana ⛱️🌊🩴
If you're curious about the program, you can check it out here: auai.org/uai2025/
@auai.org
If you're curious about the program, you can check it out here: auai.org/uai2025/
@auai.org
Reposted by Sara Magliacane
Estimating causal effects efficiently doesn’t have to mean discovering the entire causal graph! Now you can find the optimal adjustment from only local information using LOAD!
📜 Preprint: arxiv.org/abs/2510.14582
👾 Code: github.com/Matyasch/load
🧵 1/8
📜 Preprint: arxiv.org/abs/2510.14582
👾 Code: github.com/Matyasch/load
🧵 1/8
October 23, 2025 at 3:21 PM
Estimating causal effects efficiently doesn’t have to mean discovering the entire causal graph! Now you can find the optimal adjustment from only local information using LOAD!
📜 Preprint: arxiv.org/abs/2510.14582
👾 Code: github.com/Matyasch/load
🧵 1/8
📜 Preprint: arxiv.org/abs/2510.14582
👾 Code: github.com/Matyasch/load
🧵 1/8
Reposted by Sara Magliacane
Interesting new paper on “A Dozen Challenges in Causality and Causal Inference.” After 30+ years of progress in causal inference, the authors lay out the biggest challenges in current research. Good teaching resource!
@guidoimbens.bsky.social @smaglia.bsky.social
arxiv.org/pdf/2508.170...
@guidoimbens.bsky.social @smaglia.bsky.social
arxiv.org/pdf/2508.170...
arxiv.org
August 30, 2025 at 8:03 AM
Interesting new paper on “A Dozen Challenges in Causality and Causal Inference.” After 30+ years of progress in causal inference, the authors lay out the biggest challenges in current research. Good teaching resource!
@guidoimbens.bsky.social @smaglia.bsky.social
arxiv.org/pdf/2508.170...
@guidoimbens.bsky.social @smaglia.bsky.social
arxiv.org/pdf/2508.170...
Reposted by Sara Magliacane
New paper in @annalsofim.bsky.social
"50 ways to misinterpret clinical prediction models for treatment decisions”
--> Published version: www.acpjournals.org/doi/10.7326/...
--> Open access version: arxiv.org/pdf/2402.17366
"50 ways to misinterpret clinical prediction models for treatment decisions”
--> Published version: www.acpjournals.org/doi/10.7326/...
--> Open access version: arxiv.org/pdf/2402.17366
The Risks of Risk Assessment: Causal Blind Spots When Using Prediction Models for Treatment Decisions | Annals of Internal Medicine
Clinicians increasingly rely on prediction models to guide treatment choices. Most prediction models, however, are developed using observational data that include some patients who have already receiv...
www.acpjournals.org
August 11, 2025 at 2:32 PM
New paper in @annalsofim.bsky.social
"50 ways to misinterpret clinical prediction models for treatment decisions”
--> Published version: www.acpjournals.org/doi/10.7326/...
--> Open access version: arxiv.org/pdf/2402.17366
"50 ways to misinterpret clinical prediction models for treatment decisions”
--> Published version: www.acpjournals.org/doi/10.7326/...
--> Open access version: arxiv.org/pdf/2402.17366
Reposted by Sara Magliacane
August 2, 2025 at 3:38 PM
Reposted by Sara Magliacane
then on The Workshop on Causal Abstractions and Representations #CAR25
sites.google.com/view/car-25/
sites.google.com/view/car-25/
August 2, 2025 at 3:34 PM
then on The Workshop on Causal Abstractions and Representations #CAR25
sites.google.com/view/car-25/
sites.google.com/view/car-25/
Reposted by Sara Magliacane
memories from the last day of #UAI2025:
the 8th Workshop on Tractable Probabilistic Modeling #TPM2025
tractable-probabilistic-modeling.github.io/tpm2025/
the 8th Workshop on Tractable Probabilistic Modeling #TPM2025
tractable-probabilistic-modeling.github.io/tpm2025/
August 2, 2025 at 3:26 PM
memories from the last day of #UAI2025:
the 8th Workshop on Tractable Probabilistic Modeling #TPM2025
tractable-probabilistic-modeling.github.io/tpm2025/
the 8th Workshop on Tractable Probabilistic Modeling #TPM2025
tractable-probabilistic-modeling.github.io/tpm2025/
Reposted by Sara Magliacane
Grateful to the tutorial chairs @urish.bsky.social and @sineadwilliamson.bsky.social for the opportunity, and big thanks to the PC chairs @smaglia.bsky.social and @csilviavr.bsky.social for being on the ground and making UAI 2025 such a unique experience!
August 1, 2025 at 11:40 AM
Grateful to the tutorial chairs @urish.bsky.social and @sineadwilliamson.bsky.social for the opportunity, and big thanks to the PC chairs @smaglia.bsky.social and @csilviavr.bsky.social for being on the ground and making UAI 2025 such a unique experience!
Reposted by Sara Magliacane
a huge thanks to @rmassidda.it who not only flawlessly managed to update the #UAI2025 website, but also wrote an amazing pipeline (with docker!) from scratch to do so.
All future publicity chairs will own Riccardo!
All future publicity chairs will own Riccardo!
July 28, 2025 at 1:50 PM
a huge thanks to @rmassidda.it who not only flawlessly managed to update the #UAI2025 website, but also wrote an amazing pipeline (with docker!) from scratch to do so.
All future publicity chairs will own Riccardo!
All future publicity chairs will own Riccardo!
July 28, 2025 at 12:00 PM
Reposted by Sara Magliacane
and to @leanderk.bsky.social @paolomorettin.bsky.social Roberto Sebastiani, @andreapasserini.bsky.social @nolovedeeplearning.bsky.social
for the ✨Best Student Paper Runner Up Award✨ for
"A Probabilistic Neurosymbolic Layer for Algebraic Constraint Satisfaction"
👉 openreview.net/forum?id=9Uk...
for the ✨Best Student Paper Runner Up Award✨ for
"A Probabilistic Neurosymbolic Layer for Algebraic Constraint Satisfaction"
👉 openreview.net/forum?id=9Uk...
A Probabilistic Neuro-symbolic Layer for Algebraic Constraint...
In safety-critical applications, guaranteeing the satisfaction of constraints over continuous environments is crucial, e.g., an autonomous agent should never crash over obstacles or go off-road....
openreview.net
July 28, 2025 at 11:13 AM
and to @leanderk.bsky.social @paolomorettin.bsky.social Roberto Sebastiani, @andreapasserini.bsky.social @nolovedeeplearning.bsky.social
for the ✨Best Student Paper Runner Up Award✨ for
"A Probabilistic Neurosymbolic Layer for Algebraic Constraint Satisfaction"
👉 openreview.net/forum?id=9Uk...
for the ✨Best Student Paper Runner Up Award✨ for
"A Probabilistic Neurosymbolic Layer for Algebraic Constraint Satisfaction"
👉 openreview.net/forum?id=9Uk...
Reposted by Sara Magliacane
congratulations to Paula Cordero Encinar, Francesca Romana Crucinio and O. Deniz Akyildiz (@odakyildiz.bsky.social) for winning the 🏆 Best Student Paper Award 🏆 at #UAI2025 with
"Proximal Interacting Particle Langevin Algorithms"
👉 openreview.net/forum?id=rTq...
"Proximal Interacting Particle Langevin Algorithms"
👉 openreview.net/forum?id=rTq...
July 28, 2025 at 11:06 AM
congratulations to Paula Cordero Encinar, Francesca Romana Crucinio and O. Deniz Akyildiz (@odakyildiz.bsky.social) for winning the 🏆 Best Student Paper Award 🏆 at #UAI2025 with
"Proximal Interacting Particle Langevin Algorithms"
👉 openreview.net/forum?id=rTq...
"Proximal Interacting Particle Langevin Algorithms"
👉 openreview.net/forum?id=rTq...
Reposted by Sara Magliacane
congratulations to Frédéric Koriche, Jean-Marie Lagniez and Chi Tran for winning the 🏆 Best Paper Award 🏆 at #UAI2025 for
"Probabilistic Explanations for Regression Models"
👉 openreview.net/forum?id=ipn...
"Probabilistic Explanations for Regression Models"
👉 openreview.net/forum?id=ipn...
July 28, 2025 at 11:02 AM
congratulations to Frédéric Koriche, Jean-Marie Lagniez and Chi Tran for winning the 🏆 Best Paper Award 🏆 at #UAI2025 for
"Probabilistic Explanations for Regression Models"
👉 openreview.net/forum?id=ipn...
"Probabilistic Explanations for Regression Models"
👉 openreview.net/forum?id=ipn...
Reposted by Sara Magliacane
July 25, 2025 at 8:03 PM
Reposted by Sara Magliacane
July 24, 2025 at 2:42 PM
Reposted by Sara Magliacane
July 24, 2025 at 5:54 PM
Reposted by Sara Magliacane
July 23, 2025 at 5:59 PM
Reposted by Sara Magliacane
July 23, 2025 at 2:49 PM
Reposted by Sara Magliacane
we open day 3 with Elias Bareinboim (causalai.net) giving a keynote on
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
July 23, 2025 at 12:19 PM
we open day 3 with Elias Bareinboim (causalai.net) giving a keynote on
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
"Towards Causal Artificial Intelligence"
reprising some of the themes of his upcoming book (causalai-book.net)
Reposted by Sara Magliacane
July 22, 2025 at 7:10 PM
Reposted by Sara Magliacane
July 22, 2025 at 5:08 PM
Reposted by Sara Magliacane
oral sessions are on! 🎉
get the schedule of all talks and posters sessions at www.auai.org/uai2025/sche...
get the schedule of all talks and posters sessions at www.auai.org/uai2025/sche...
July 22, 2025 at 5:11 PM
oral sessions are on! 🎉
get the schedule of all talks and posters sessions at www.auai.org/uai2025/sche...
get the schedule of all talks and posters sessions at www.auai.org/uai2025/sche...
Reposted by Sara Magliacane
First #UAI2025 keynote by Francesca Dominici (hsph.harvard.edu/profile/fran...) on
"""
Uncertainty in AI: Solution or Obstacle for Climate Action?
"""
"""
Uncertainty in AI: Solution or Obstacle for Climate Action?
"""
July 22, 2025 at 12:34 PM
First #UAI2025 keynote by Francesca Dominici (hsph.harvard.edu/profile/fran...) on
"""
Uncertainty in AI: Solution or Obstacle for Climate Action?
"""
"""
Uncertainty in AI: Solution or Obstacle for Climate Action?
"""
Reposted by Sara Magliacane
✨ our General chair Negar Kiyavash and Program chairs @csilviavr.bsky.social and @smaglia.bsky.social kicking off Day 2 ✨
July 22, 2025 at 12:29 PM
✨ our General chair Negar Kiyavash and Program chairs @csilviavr.bsky.social and @smaglia.bsky.social kicking off Day 2 ✨