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stat.ML2025
Linear Convergence of Black-Box Variational Inference: Should We Stick the Landing?
Kyurae Kim, Yian Ma, Jacob R. Gardner
We prove that black-box variational inference (BBVI) with control variates, particularly the sticking-the-landing (STL) estimator, converges at a geometric (traditionally called "l…
stat.ML2024
Estimate exponential memory decay in Hidden Markov Model and its applications
Felix X. -F. Ye, Yi-an Ma, Hong Qian
Inference in hidden Markov model has been challenging in terms of scalability due to dependencies in the observation data. In this paper, we utilize the inherent memory decay in hi…