Publications

Here you can find a collection of my recent works. Check out my Google scholar for a comprehensive list of publications.

Large Language Models

• Implicit Language Models are RNNs: Balancing Parallelization and Expressivity
  M. Schoene, B. Rahmani, H. Kremer, F. Falck, H. Ballani, J.Gladrow
  Spotlight International Conference on Machine Learning (ICML) 2022

Robust Machine Learning and Causal Inference

Find an overview here.

• Geometry-Aware Instrumental Variable Regression
  H. Kremer, B. Schölkopf
  International Conference on Machine Learning (ICML) 2024
• Estimation Beyond Data Reweighting: Kernel Method of Moments
  H. Kremer, Y. Nemmour, B. Schölkopf, J. Zhu
  International Conference on Machine Learning (ICML) 2023
• Functional Generalized Empirical Likelihood Estimation for Conditional Moment Restrictions
  H. Kremer, J. Zhu, K. Muandet, B. Schölkopf
  International Conference on Machine Learning (ICML) 2022
• Maximum Mean Discrepancy Distributionally Robust Nonlinear Chance-Constrained Optimization with Finite-Sample Guarantee
  Y. Nemmour$^\ast$, H. Kremer$^\ast$, B. Schölkopf, J. Zhu ($^\ast$equal contribution)
  Conference on Decision and Control (CDC) 2022

Inverse Problems in Holography and Photography

• Compact Holographic Sound Fields Enable Rapid One-step Assembly of Matter in 3D
  K. Melde, H. Kremer, M. Shi, S. Seneca, C. Frey, I. Platzman, C. Degel, D. Schmitt, B. Schölkopf, P. Fischer
  Science Advances (2023)
• Non-Blind Glare-Removal for HDR Photography
  M. van Bastelaer, H. Kremer, V. Volchkov, B. Schölkopf
  International Conference on Computational Photography (ICCP) 2023

Epidemiological Modelling with Temporal Point Processes

• Listening to Bluetooth Beacons for Epidemic Risk Mitigation
  G. Barthe, R. De Viti, P. Druschel, D. Garg, M. Gomez-Rodriguez, P. Ingo, H. Kremer, M. Lentz, L. Lorch, A. Mehta, B. Schölkopf (author order alphabetical)
  Scientific Reports (2022)
• Quantifying the effects of contact tracing, testing, and containment measures in the presence of infection hotspots
  L. Lorch, H. Kremer, W. Trouleau, S. Tsirtsis, A. Szanto, B. Schölkopf, M. Gomez-Rodriguez
  ACM Transactions on Spatial Systems and Algorithms (2022)