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Ayana Ghosh
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2020 – today
- 2024
- [j4]Zachary R. Fox
, Ayana Ghosh
Active causal learning for decoding chemical complexities with targeted interventions. Mach. Learn. Sci. Technol. 5(3): 35056 (2024) - [j3]Ayana Ghosh
Mapping causal pathways with structural modes fingerprint for perovskite oxides. Mach. Learn. Sci. Technol. 5(4): 45014 (2024) - [i8]Ayana Ghosh, Maxim A. Ziatdinov, Sergei V. Kalinin:
Active Deep Kernel Learning of Molecular Functionalities: Realizing Dynamic Structural Embeddings. CoRR abs/2403.01234 (2024) - [i7]Zachary R. Fox, Ayana Ghosh:
Active Causal Learning for Decoding Chemical Complexities with Targeted Interventions. CoRR abs/2404.04224 (2024) - 2023
- [c1]Gayathri Saranathan
Towards Rapid Autonomous Electron Microscopy with Active Meta-Learning. SC Workshops 2023: 81-87 - [i6]Ayana Ghosh, Sergei V. Kalinin, Maxim A. Ziatdinov:
Discovery of structure-property relations for molecules via hypothesis-driven active learning over the chemical space. CoRR abs/2301.02665 (2023) - [i5]Sergei V. Kalinin, Debangshu Mukherjee, Kevin M. Roccapriore, Ben Blaiszik, Ayana Ghosh, Maxim A. Ziatdinov, Anees Al-Najjar, Christina Doty, Sarah Akers, Nageswara S. V. Rao, Joshua C. Agar, Steven R. Spurgeon:
Deep Learning for Automated Experimentation in Scanning Transmission Electron Microscopy. CoRR abs/2304.02048 (2023) - 2022
- [j2]Maxim A. Ziatdinov
Physics makes the difference: Bayesian optimization and active learning via augmented Gaussian process. Mach. Learn. Sci. Technol. 3(1): 15003 (2022) - [j1]Maxim A. Ziatdinov
AtomAI framework for deep learning analysis of image and spectroscopy data in electron and scanning probe microscopy. Nat. Mac. Intell. 4(12): 1101-1112 (2022) - [i4]Sergei V. Kalinin, Rama K. Vasudevan, Yongtao Liu, Ayana Ghosh, Kevin Roccapriore, Maxim A. Ziatdinov:
Microscopy is All You Need. CoRR abs/2210.06526 (2022) - 2021
- [i3]Ayana Ghosh, Bobby G. Sumpter, Ondrej Dyck, Sergei V. Kalinin, Maxim A. Ziatdinov:
Ensemble learning and iterative training (ELIT) machine learning: applications towards uncertainty quantification and automated experiment in atom-resolved microscopy. CoRR abs/2101.08449 (2021) - [i2]Sergei V. Kalinin, Maxim A. Ziatdinov, Jacob D. Hinkle, Stephen Jesse, Ayana Ghosh, Kyle P. Kelley, Andrew R. Lupini, Bobby G. Sumpter, Rama K. Vasudevan:
Automated and Autonomous Experiment in Electron and Scanning Probe Microscopy. CoRR abs/2103.12165 (2021) - [i1]Maxim A. Ziatdinov, Ayana Ghosh, Tommy Wong, Sergei V. Kalinin:
AtomAI: A Deep Learning Framework for Analysis of Image and Spectroscopy Data in (Scanning) Transmission Electron Microscopy and Beyond. CoRR abs/2105.07485 (2021)
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