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Publications

Empirical Inference Ph.D. Thesis Empirical Likelihood Estimators for Robust and Causal Learning Kremer, H. Eberhard Karls Universität Tübingen, March 2026 (Published) BibTeX
Empirical Inference Ph.D. Thesis Probabilistic Machine Learning for Real-Time Gravitational-Wave Inference Dax, M. Eberhard Karls Universität Tübingen, July 2025, (MPI IS + ELLIS Institute T{\"u}bingen) (Published) BibTeX
Empirical Inference Ph.D. Thesis Bridging Deep Learning and Probabilistic Inference: Towards Data Efficiency, Identifiability, and Sampling Scalability Chen, W. University of Cambridge, UK, June 2025, (Cambridge-Tübingen-Fellowship) (Published) BibTeX
Empirical Inference Ph.D. Thesis Self-Supervised Structured Representation Learning From Interaction – Group Action And Objects Composition Keurti, H. ETH Zurich, Switzerland, June 2025, CLS Fellowship Program (Published) BibTeX
Empirical Inference Ph.D. Thesis Scalable Gaussian Processes: Advances in Iterative Methods and Pathwise Conditioning Lin, J. University of Cambridge, UK, May 2025, (Cambridge-T{\"u}bingen-Fellowship-Program) (Published) BibTeX
Empirical Inference Ph.D. Thesis The Geometry of Learning Via Loss Landscape Curvature Singh, S. P. ETH Zurich, Switzerland, May 2025, CLS Fellowship Program (Published) BibTeX
Empirical Inference Ph.D. Thesis Learning to Generalize Across Distribution Shifts Träuble, F. J. University of Tübingen, Germany, March 2025, (IMPRS-PhD-Fellowship-Program and ELLIS-PhD-Fellowship-Program) (Published) BibTeX
Empirical Inference Ph.D. Thesis Predictions, Policies, Rewards: Models of Decision-Making from Observational Data Pace, A. ETH Zurich, Switzerland, February 2025, ETH AI Center-Fellowship-Program (Published) BibTeX
Empirical Inference Ph.D. Thesis Machine Learning Meets Exoplanet Science: Methodical contributions to direct imaging and atmospheric retrieval Gebhard, T. ETH Zurich, Switzerland, January 2025 (Published) BibTeX
Empirical Inference Ph.D. Thesis Causality for Natural Language Processing Jin, Z. University of Tübingen, Germany, December 2024, (ELLIS PhD student program) (Published) URL BibTeX
Empirical Inference Ph.D. Thesis On Principled Modeling of Inductive Bias in Machine Learning Liu, W. University of Cambridge, UK, Cambridge, November 2024, (Cambridge-Tübingen-Fellowship-Program, ELLIS PhD student program) (Published) BibTeX
Empirical Inference Ph.D. Thesis Advances in Probabilistic Methods for Deep Learning Immer, A. ETH Zurich, Switzerland, September 2024, CLS PhD Program (Published) BibTeX
Empirical Inference Ph.D. Thesis A Measure-Theoretic Axiomatisation of Causality and Kernel Regression Park, J. University of Tübingen, Germany, July 2024 (Published) BibTeX
Empirical Inference Ph.D. Thesis Enhancement and Evaluation of Deep Generative Networks with Applications in Super-Resolution and Image Generation Sajjadi, S. M. M. University of Tübingen, Germany, July 2024 (Published) BibTeX
Empirical Inference Ph.D. Thesis Advancing Normalising Flows to Model Boltzmann Distributions Stimper, V. University of Cambridge, UK, Cambridge, June 2024, (Cambridge-Tübingen-Fellowship-Program) (Published) BibTeX
Empirical Inference Ph.D. Thesis Identifiable Causal Representation Learning: Unsupervised, Multi-View, and Multi-Environment von Kügelgen, J. University of Cambridge, UK, Cambridge, February 2024, (Cambridge-Tübingen-Fellowship) (Published) URL BibTeX
Empirical Inference Ph.D. Thesis Methods for Generative Modeling and Interpretable Classification with Strong Differential Privacy Harder, F. University of Tübingen, Germany, February 2024, IMPRS-PhD-Program (Published) URL BibTeX
Empirical Inference Ph.D. Thesis Stochastic Predictive Control for Legged Robots Gazar, A. University of Tübingen, Germany, December 2023 (Published) DOI BibTeX
Empirical Inference Ph.D. Thesis Less is more: Discovering Redundancies in Data and Neural Network Models for Improved Efficiency, Interpretability and Privacy Adamczewski, K. ETH Zurich, Switzerland, August 2023 (Published) BibTeX
Empirical Inference Ph.D. Thesis Advances in Algorithmic Recourse: Ensuring Causal Consistency, Fairness, & Robustness Karimi, A. ETH Zurich, Switzerland, July 2023 (Published) BibTeX
Empirical Inference Ph.D. Thesis Learning and Testing Powerful Hypotheses Kübler, J. M. University of Tübingen, Germany, July 2023 (Published) BibTeX
Empirical Inference Ph.D. Thesis Learning Identifiable Representations: Independent Influences and Multiple Views Gresele, L. University of Tübingen, Germany, June 2023 (Published) BibTeX
Empirical Inference Ph.D. Thesis Learning with and for discrete optimization Paulus, M. ETH Zurich, Switzerland, May 2023, CLS PhD Program (Published) BibTeX