Sotabase

Career

· Associate Professor (Current), ETH Zürich2025–
· Postdoctoral Researcher, ETH Zürich2024–
· PhD Student, UC Berkeley Department of Statistics2019–

Publications (31)

Log-concave sampling: Metropolis-Hastings algorithms are fast!
Annual Conference Computational Learning Theory · 2018
281
cited
Sampling can be faster than optimization
Proceedings of the National Academy of Sciences of the United States of America · 2018
196
cited
An Almost Constant Lower Bound of the Isoperimetric Coefficient in the KLS Conjecture
2020
141
cited
Fast mixing of Metropolized Hamiltonian Monte Carlo: Benefits of multi-step gradients
Journal of machine learning research · 2019
119
cited
Fast and Robust Archetypal Analysis for Representation Learning
2014 IEEE Conference on Computer Vision and Pattern Recognition · 2014
115
cited
Stability and Convergence Trade-off of Iterative Optimization Algorithms
arXiv.org · 2018
100
cited
Fast MCMC Sampling Algorithms on Polytopes
Journal of machine learning research · 2017
70
cited
Localization Schemes: A Framework for Proving Mixing Bounds for Markov Chains (extended abstract)
IEEE Annual Symposium on Foundations of Computer Science · 2022
67
cited
Minimax Mixing Time of the Metropolis-Adjusted Langevin Algorithm for Log-Concave Sampling
Journal of machine learning research · 2021
63
cited
Domain adaptation under structural causal models
Journal of machine learning research · 2020
42
cited
Multilevel LINC System Design for Wireless Transmitters
International Symposium on VLSI Design, Automation and Test · 2007
40
cited
Anthropometric indices as surrogates for estimating abdominal visceral and subcutaneous adipose tissue: A meta-analysis with 16,129 participants.
Diabetes Research and Clinical Practice · 2018
35
cited
The DeepTune framework for modeling and characterizing neurons in visual cortex area V4
bioRxiv · 2018
35
cited
The polymorphism of rs266729 in adiponectin gene and type 2 diabetes mellitus
Medicine · 2017
25
cited
When does Metropolized Hamiltonian Monte Carlo provably outperform Metropolis-adjusted Langevin algorithm?
arXiv.org · 2023
20
cited
Vaidya walk: A sampling algorithm based on the volumetric barrier
Allerton Conference on Communication, Control, and Computing · 2017
16
cited
The relationship between PRDM16 promoter methylation in abdominal subcutaneous and omental adipose tissue and obesity.
Clinical Nutrition · 2020
13
cited
A Simple Proof of the Mixing of Metropolis-Adjusted Langevin Algorithm under Smoothness and Isoperimetry
arXiv.org · 2023
10
cited
Hit-and-run mixing via localization schemes
Discrete & Computational Geometry · 2022
6
cited
A Look at Robustness and Stability of $\ell_{1}$-versus $\ell_{0}$-Regularization: Discussion of Papers by Bertsimas et al. and Hastie et al.
2020
4
cited
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Yuansi Chen | Researcher Profile | Sotabase | Sotabase