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Belinda Tzen
Belinda Tzen
Verified email at columbia.edu
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Year
MDSINE: Microbial Dynamical Systems INference Engine for microbiome time-series analyses
V Bucci, B Tzen, N Li, M Simmons, T Tanoue, E Bogart, L Deng, ...
Genome biology 17, 1-17, 2016
2482016
Neural stochastic differential equations: Deep latent gaussian models in the diffusion limit
B Tzen, M Raginsky
arXiv preprint arXiv:1905.09883, 2019
1802019
Theoretical guarantees for sampling and inference in generative models with latent diffusions
B Tzen, M Raginsky
Conference on Learning Theory, 3084-3114, 2019
862019
Local optimality and generalization guarantees for the Langevin algorithm via empirical metastability
B Tzen, T Liang, M Raginsky
Conference On Learning Theory, 857-875, 2018
352018
A mean-field theory of lazy training in two-layer neural nets: entropic regularization and controlled McKean-Vlasov dynamics
B Tzen, M Raginsky
arXiv preprint arXiv:2002.01987, 2020
222020
Variational principles for mirror descent and mirror langevin dynamics
B Tzen, A Raj, M Raginsky, F Bach
IEEE Control Systems Letters, 2023
32023
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Articles 1–6