Donhauser, Konstantin

22 publications

ICLR 2025 Copyright-Protected Language Generation via Adaptive Model Fusion Javier Abad, Konstantin Donhauser, Francesco Pinto, Fanny Yang
NeurIPS 2025 Efficient Randomized Experiments Using Foundation Models Piersilvio De Bartolomeis, Javier Abad, Guanbo Wang, Konstantin Donhauser, Raymond M Duch, Fanny Yang, Issa Dahabreh
ICLRW 2025 Efficient Randomized Experiments Using Foundation Models Piersilvio De Bartolomeis, Javier Abad, Guanbo Wang, Konstantin Donhauser, Raymond M Duch, Fanny Yang, Issa Dahabreh
ICML 2025 Towards Scientific Discovery with Dictionary Learning: Extracting Biological Concepts from Microscopy Foundation Models Konstantin Donhauser, Kristina Ulicna, Gemma Elyse Moran, Aditya Ravuri, Kian Kenyon-Dean, Cian Eastwood, Jason Hartford
ICLRW 2025 Unveiling Simplicities of Attention: Adaptive Long-Context Head Identification Konstantin Donhauser, Charles Arnal, Mohammad Pezeshki, Vivien Cabannes, David Lopez-Paz, Kartik Ahuja
ICML 2025 ViTally Consistent: Scaling Biological Representation Learning for Cell Microscopy Kian Kenyon-Dean, Zitong Jerry Wang, John Urbanik, Konstantin Donhauser, Jason Hartford, Saber Saberian, Nil Sahin, Ihab Bendidi, Safiye Celik, Juan Sebastián Rodrı́guez Vera, Marta Fay, Imran S Haque, Oren Kraus
ICLRW 2025 Weakly Supervised Latent Variable Inference of Proximity Bias in CRISPR Gene Knockouts from Single-Cell Images Aditya Ravuri, Kristina Ulicna, Jana Osea, Konstantin Donhauser, Jason Hartford
AISTATS 2024 Certified Private Data Release for Sparse Lipschitz Functions Konstantin Donhauser, Johan Lokna, Amartya Sanyal, March Boedihardjo, Robert Hönig, Fanny Yang
UAI 2024 Detecting Critical Treatment Effect Bias in Small Subgroups Piersilvio De Bartolomeis, Javier Abad, Konstantin Donhauser, Fanny Yang
ICMLW 2024 Detecting Critical Treatment Effect Bias in Small Subgroups Piersilvio De Bartolomeis, Javier Abad, Konstantin Donhauser, Fanny Yang
AISTATS 2024 Hidden yet Quantifiable: A Lower Bound for Confounding Strength Using Randomized Trials Piersilvio De Bartolomeis, Javier Abad Martinez, Konstantin Donhauser, Fanny Yang
ICML 2024 Privacy-Preserving Data Release Leveraging Optimal Transport and Particle Gradient Descent Konstantin Donhauser, Javier Abad, Neha Hulkund, Fanny Yang
ICMLW 2024 Strong Copyright Protection for Language Models via Adaptive Model Fusion Javier Abad, Konstantin Donhauser, Francesco Pinto, Fanny Yang
ALT 2024 Tight Bounds for Maximum $\ell_1$-Margin Classifiers Stefan Stojanovic, Konstantin Donhauser, Fanny Yang
NeurIPSW 2024 Towards Scientific Discovery with Dictionary Learning: Extracting Biological Concepts from Microscopy Foundation Models Konstantin Donhauser, Gemma Elyse Moran, Aditya Ravuri, Kian Kenyon-Dean, Kristina Ulicna, Cian Eastwood, Jason Hartford
NeurIPSW 2024 ViTally Consistent: Scaling Biological Representation Learning for Cell Microscopy Kian Kenyon-Dean, Zitong Jerry Wang, John Urbanik, Konstantin Donhauser, Jason Hartford, Saber Saberian, Nil Sahin, Ihab Bendidi, Safiye Celik, Marta Fay, Juan Sebastián Rodríguez Vera, Imran S Haque, Oren Kraus
ICLR 2023 Strong Inductive Biases Provably Prevent Harmless Interpolation Michael Aerni, Marco Milanta, Konstantin Donhauser, Fanny Yang
AISTATS 2022 Tight Bounds for Minimum $\ell_1$-Norm Interpolation of Noisy Data Guillaume Wang, Konstantin Donhauser, Fanny Yang
ICML 2022 Fast Rates for Noisy Interpolation Require Rethinking the Effect of Inductive Bias Konstantin Donhauser, Nicolò Ruggeri, Stefan Stojanovic, Fanny Yang
ICML 2021 How Rotational Invariance of Common Kernels Prevents Generalization in High Dimensions Konstantin Donhauser, Mingqi Wu, Fanny Yang
NeurIPS 2021 Interpolation Can Hurt Robust Generalization Even When There Is No Noise Konstantin Donhauser, Alexandru Tifrea, Michael Aerni, Reinhard Heckel, Fanny Yang
ICMLW 2021 Maximizing the Robust Margin Provably Overfits on Noiseless Data Konstantin Donhauser, Alexandru Tifrea, Michael Aerni, Reinhard Heckel, Fanny Yang