Exact Discrete Stochastic Simulation With Deep-Learning-Scale Gradient Optimization. [PDF]
Adv Sci (Weinh)A 203,796‐parameter gene regulatory network classifies handwritten digits with 98.4% accuracy using exact stochastic dynamics. The framework decouples forward simulation from backward differentiation, making continuous‐time Markov chain models compatible with deep‐learning optimization.
Vilar JMG, Saiz L.
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Harnessing biological variability for mechanistic inference: A stochastic framework applied to neural stem cell dynamics. [PDF]
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Stochastic theory for pattern formation and front propagation in transitional pipe turbulence. [PDF]
Proc Natl Acad Sci U S AWang X, Shih HY, Goldenfeld N.
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Multiscale modelling of birth-death processes. [PDF]
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Inverse-Probability-Weighted Wavelet Estimation of Regression Derivatives Under Missing-at-Random Responses for Stationary Ergodic Processes. [PDF]
Entropy (Basel)Bouzebda S, Didi S.
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Risk-sensitive mean-field control of large-scale UAV Swarms for stochastic disaster tracking and robust first response. [PDF]
Sci RepSayeed MA +3 more
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Systematic comparison of inverse Langevin function approximations in stochastic dumbbell dynamics. [PDF]
J Nonnewton Fluid MechCromer M, Vasquez PA.
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Fast Nonparametric Density-Based Clustering of Large Data Sets Using a Stochastic Approximation Mean-Shift Algorithm. [PDF]
J Comput Graph Stat, 2016 Hyrien O, Baran A.
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Beyond diagonal noise: A better predator-prey modeling framework with cross-covariance. [PDF]
PLoS OneYu J, Wang LS.
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