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Benjamin Kurt Miller
Benjamin Kurt Miller
Research Scientist, Meta
Verifierad e-postadress på meta.com - Startsida
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Relevance of rotationally equivariant convolutions for predicting molecular properties
BK Miller, M Geiger, TE Smidt, F Noé
arXiv preprint arXiv:2008.08461, 2020
822020
Euclidean neural networks: e3nn, April 2022
M Geiger, T Smidt, M Alby, BK Miller, W Boomsma, B Dice, K Lapchevskyi, ...
URL https://doi. org/10.5281/zenodo 6459381 (4), 0
67*
Finding symmetry breaking order parameters with euclidean neural networks
TE Smidt, M Geiger, BK Miller
Physical Review Research 3 (1), L012002, 2021
602021
Fast and credible likelihood-free cosmology with truncated marginal neural ratio estimation
A Cole, BK Miller, SJ Witte, MX Cai, MW Grootes, F Nattino, C Weniger
Journal of Cosmology and Astroparticle Physics 2022 (09), 004, 2022
582022
Truncated marginal neural ratio estimation
BK Miller, A Cole, P Forré, G Louppe, C Weniger
Advances in Neural Information Processing Systems 34, 129-143, 2021
462021
Generative coarse-graining of molecular conformations
W Wang, M Xu, C Cai, BK Miller, T Smidt, Y Wang, J Tang, ...
arXiv preprint arXiv:2201.12176, 2022
432022
Sequential simulation-based inference for gravitational wave signals
U Bhardwaj, J Alvey, BK Miller, S Nissanke, C Weniger
Physical Review D 108 (4), 042004, 2023
412023
Contrastive neural ratio estimation
BK Miller, C Weniger, P Forré
Advances in Neural Information Processing Systems 35, 3262-3278, 2022
292022
swyft: Truncated Marginal Neural Ratio Estimation in Python
BK Miller, A Cole, C Weniger, F Nattino, O Ku, MW Grootes
Journal of Open Source Software 7 (75), 4205, 2022
242022
Simulation-efficient marginal posterior estimation with swyft: stop wasting your precious time
BK Miller, A Cole, G Louppe, C Weniger
arXiv preprint arXiv:2011.13951, 2020
192020
FlowMM: Generating Materials with Riemannian Flow Matching
BK Miller, RTQ Chen, A Sriram, BM Wood
arXiv preprint arXiv:2406.04713, 2024
142024
Balancing simulation-based inference for conservative posteriors
A Delaunoy, BK Miller, P Forré, C Weniger, G Louppe
arXiv preprint arXiv:2304.10978, 2023
102023
FlowLLM: Flow matching for material generation with large language models as base distributions
A Sriram, BK Miller, RTQ Chen, BM Wood
arXiv preprint arXiv:2410.23405, 2024
42024
Simulation-based Inference with the Generalized Kullback-Leibler Divergence
BK Miller, M Federici, C Weniger, P Forré
Synergy of Scientific and Machine Learning Modeling Workshop at the …, 2023
32023
Automatically detecting anomalous exoplanet transits
CJ Hönes, BK Miller, AM Heras, BH Foing
arXiv preprint arXiv:2111.08679, 2021
22021
Classical analysis of high harmonic generation
K Miller
Thesis, University of Colorado, Boulder, 2015
22015
SE (3) Equivariant Neural Networks for Regression on Molecular Properties: The QM9 Benchmark
BK Miller
12020
sbi reloaded: a toolkit for simulation-based inference workflows
J Boelts, M Deistler, M Gloeckler, Á Tejero-Cantero, JM Lueckmann, ...
arXiv preprint arXiv:2411.17337, 2024
2024
Machine learning for scientific simulation: Inference and generative models
BK Miller
2024
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Artiklar 1–19