Charlotte Bunne
- The Schrödinger Bridge between Gaussian Measures has a Closed Form
2022/02/11 by Charlotte Bunne, Bunne, Charlotte, Ya‐Ping Hsieh +5 · 15 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · #Cancer Genomics and Diagnostics #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning and Algorithms #Quantitative Methods (q-bio.QM) #Single-cell and spatial transcriptomics
- Optimal Transport Tools (OTT): A JAX Toolbox for all things Wasserstein
2022/01/28 by Marco Cuturi, Laetitia Meng-Papaxanthos, Cuturi, Marco +9 · 15 citations
Engineering · Materials Science · #Asphalt Pavement Performance Evaluation #Electron and X-Ray Spectroscopy Techniques
- Learning Graph Models for Retrosynthesis Prediction
2020/06/12 by Vignesh Ram Somnath, Somnath, Vignesh Ram, Charlotte Bunne +7 · 9 citations
Computer Science · #Advanced Graph Neural Networks #FOS: Computer and information sciences #Graph Theory and Algorithms #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Topic Modeling
- Proximal Optimal Transport Modeling of Population Dynamics
2021/06/11 by Charlotte Bunne, Laetitia Meng-Papaxanthos, Bunne, Charlotte +5 · 8 citations
Biochemistry, Genetics and Molecular Biology · Computer Science · Physics and Astronomy · #Diffusion and Search Dynamics #FOS: Computer and information sciences #Gaussian Processes and Bayesian Inference #Machine Learning (cs.LG) #Model Reduction and Neural Networks
- Supervised Training of Conditional Monge Maps
2022/06/28 by Charlotte Bunne, Andreas Krause, Bunne, Charlotte +3 · 7 citations
Computer Science · #Adversarial Robustness in Machine Learning #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Healthcare
- Multi-Scale Representation Learning on Proteins
2022/04/04 by Vignesh Ram Somnath, Charlotte Bunne, Somnath, Vignesh Ram +3 · 5 citations
Biochemistry, Genetics and Molecular Biology · Materials Science · #Artificial Intelligence (cs.AI) #Biomolecules (q-bio.BM) #FOS: Biological sciences #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning in Bioinformatics #Machine Learning in Materials Science #Protein Structure and Dynamics
- Aligned Diffusion Schrödinger Bridges
2023/02/22 by Vignesh Ram Somnath, Somnath, Vignesh Ram, Matteo Pariset +9 · 6 citations
Biochemistry, Genetics and Molecular Biology · #Cell Image Analysis Techniques #FOS: Biological sciences #FOS: Computer and information sciences #Fractal and DNA sequence analysis #Gene Regulatory Network Analysis #Machine Learning (cs.LG) #Quantitative Methods (q-bio.QM)
- Invariant Causal Mechanisms through Distribution Matching
2022/06/23 by Mathieu Chevalley, Chevalley, Mathieu, Charlotte Bunne +4 · 2 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Topic Modeling
- Unbalanced Diffusion Schrödinger Bridge
2023/06/15 by Matteo Pariset, Ya‐Ping Hsieh, Pariset, Matteo +7 · 2 citations
Biochemistry, Genetics and Molecular Biology · Mathematics · #Advanced Biosensing Techniques and Applications #FOS: Computer and information sciences #Gene Regulatory Network Analysis #Machine Learning (cs.LG) #Mathematical Biology Tumor Growth
- Neural Unbalanced Optimal Transport via Cycle-Consistent Semi-Couplings
2022/09/30 by Frederike Lübeck, Lübeck, Frederike, Charlotte Bunne +9 · 1 citation
Mathematics · Medicine · Physics and Astronomy · #Applications (stat.AP) #FOS: Computer and information sciences #Machine Learning (cs.LG) #Mathematical Biology Tumor Growth #Medical Imaging Techniques and Applications #Model Reduction and Neural Networks
- Transition Path Sampling with Boltzmann Generator-based MCMC Moves
2023/12/08 by Michael Plainer, H. Stärk, Plainer, Michael +5 · 1 citation
Biochemistry, Genetics and Molecular Biology · Chemistry · Materials Science · #Protein Structure and Dynamics #Mass Spectrometry Techniques and Applications #Machine Learning in Materials Science
- How to build the virtual cell with artificial intelligence: Priorities and opportunities
2024/12/01 by Charlotte Bunne, Yusuf Roohani, Yanay Rosen +39 · 1 voice · 2 citations
Biochemistry, Genetics and Molecular Biology · #Single-cell and spatial transcriptomics #Cell Image Analysis Techniques
- AI-powered virtual tissues from spatial proteomics for clinical diagnostics and biomedical discovery
2025/01/10 by Johann Wenckstern, Eeshaan Jain, Wenckstern, Johann +16 · 4 voices
#q-bio.QM #cs.AI #cs.CV #cs.LG