Christina Heinze-Deml

15 papers A* 4Journal 11
YearRankTypeTitle / Venue / Authors
2026 J jnl
Anti-causal domain generalization: Leveraging unlabeled data.
CoRR
Sorawit Saengkyongam, Juan L. Gamella, Andrew C. Miller, Jonas Peters, Nicolai Meinshausen, Christina Heinze-Deml
2025 A* conf
Do LLMs "know" internally when they follow instructions?
ICLR
Juyeon Heo, Christina Heinze-Deml, Oussama Elachqar, Kwan Ho Ryan Chan, Shirley You Ren, Andrew C. Miller, Udhyakumar Nallasamy, Jaya Narain
2025 A* conf
Do LLMs estimate uncertainty well in instruction-following?
ICLR
Juyeon Heo, Miao Xiong, Christina Heinze-Deml, Jaya Narain
2025 J jnl
Hybrid Modeling of Photoplethysmography for Non-invasive Monitoring of Cardiovascular Parameters.
CoRR
Emanuele Palumbo, Sorawit Saengkyongam, Maria R. Cervera, Jens Behrmann, Andrew C. Miller, Guillermo Sapiro, Christina Heinze-Deml, Antoine Wehenkel
2024 J jnl
Considerations for Distribution Shift Robustness of Diagnostic Models in Healthcare.
CoRR
Arno Blaas, Adam Golinski, Andrew C. Miller, Luca Zappella, Jörn-Henrik Jacobsen, Christina Heinze-Deml
2024 J jnl
Do LLMs "know" internally when they follow instructions?
CoRR
Juyeon Heo, Christina Heinze-Deml, Oussama Elachqar, Shirley You Ren, Udhay Nallasamy, Andy Miller, Kwan Ho Ryan Chan, Jaya Narain
2024 J jnl
Do LLMs estimate uncertainty well in instruction-following?
CoRR
Juyeon Heo, Miao Xiong, Christina Heinze-Deml, Jaya Narain
2024 J jnl
Learning and scoring Gaussian latent variable causal models with unknown additive interventions.
J. Mach. Learn. Res.
Armeen Taeb, Juan L. Gamella, Christina Heinze-Deml, Peter Bühlmann
2021 J jnl
Conditional variance penalties and domain shift robustness.
Mach. Learn.
Christina Heinze-Deml, Nicolai Meinshausen
2020 A* conf
Active Invariant Causal Prediction: Experiment Selection through Stability.
NeurIPS
Juan L. Gamella, Christina Heinze-Deml
2020 J jnl
Think before you act: A simple baseline for compositional generalization.
CoRR
Christina Heinze-Deml, Diane Bouchacourt
2019 A* conf
Invariance-inducing regularization using worst-case transformations suffices to boost accuracy and spatial robustness.
NeurIPS
Fanny Yang, Zuowen Wang, Christina Heinze-Deml
2019 J jnl
Invariance-inducing regularization using worst-case transformations suffices to boost accuracy and spatial robustness.
CoRR
Fanny Yang, Zuowen Wang, Christina Heinze-Deml
2017 J jnl
Guarding Against Adversarial Domain Shifts with Counterfactual Regularization.
CoRR
Christina Heinze-Deml, Nicolai Meinshausen
2017 J jnl
Preserving Differential Privacy Between Features in Distributed Estimation.
CoRR
Christina Heinze-Deml, Brian McWilliams, Nicolai Meinshausen