Juan L. Gamella

PhD student, D-MATH, ETHZ - ETH Zurich

Joined

October 2023

Names

Juan L. Gamella (Preferred)

Emails

****@gmail.com (Confirmed)

****@stat.math.ethz.ch (Confirmed)

****@student.ethz.ch

****@ethz.ch (Confirmed)

Personal Links

Google Scholar

Career & Education History

PhD student

D-MATH, ETHZ - ETH Zurich (ethz.ch)

2020 – Present

Advisors, Relations & Conflicts

PhD Advisor

Peter Bühlmann

Present

PhD Advisor

Jonas Peters

Present

PhD Advisor

Christina Heinze-Deml

Present

Coauthor

Armeen Taeb

Present

Coauthor

Jonas Peters

2023 – 2024

Expertise

Causal Discovery

2020 – 2023

Causal Inference

2020 – 2023

Publications

Causal chambers as a real-world physical testbed for AI methodology
Juan L. Gamella
- Nature Machine Intelligence
- Readers: Everyone
Addressing Misspecification in Simulation-based Inference through Data-driven Calibration
Antoine Wehenkel, Juan L. Gamella, Ozan Sener, Jens Behrmann, Guillermo Sapiro, Joern-Henrik Jacobsen, marco cuturi
- ICML 2025 oral
- Readers: Everyone
Sanity Checking Causal Representation Learning on a Simple Real-World System
Juan L. Gamella, Simon Bing, Jakob Runge
- ICML 2025 oral
- Readers: Everyone
Addressing Misspecification in Simulation-based Inference through Data-driven Calibration
Antoine Wehenkel, Juan L. Gamella, Ozan Sener, Jens Behrmann, Guillermo Sapiro, marco cuturi, Joern-Henrik Jacobsen
- Submitted to ICLR 2025
- Readers: Everyone
Learning and scoring Gaussian latent variable causal models with unknown additive interventions
Armeen Taeb, Juan L. Gamella, Christina Heinze-Deml, Peter Bühlmann
- 17 Oct 2023 (modified: 17 Oct 2023)
- OpenReview Archive Direct Upload
- Readers: Everyone
Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions
Juan L. Gamella, Armeen Taeb, Christina Heinze-Deml, Peter Bühlmann
- 17 Oct 2023
- OpenReview Archive Direct Upload
- Readers: Everyone
Active Invariant Causal Prediction: Experiment Selection through Stability
Juan L. Gamella, Christina Heinze-Deml
- 17 Oct 2023
- OpenReview Archive Direct Upload
- Readers: Everyone

Juan L. Gamella

Names

Emails

Personal Links

Career & Education History

Advisors, Relations & Conflicts

Expertise

Publications

Causal chambers as a real-world physical testbed for AI methodology

Addressing Misspecification in Simulation-based Inference through Data-driven Calibration

Sanity Checking Causal Representation Learning on a Simple Real-World System

Addressing Misspecification in Simulation-based Inference through Data-driven Calibration

Learning and scoring Gaussian latent variable causal models with unknown additive interventions

Characterization and Greedy Learning of Gaussian Structural Causal Models under Unknown Interventions

Active Invariant Causal Prediction: Experiment Selection through Stability

Co-Authors