Wei Guo

I am now a second-year Machine Learning Ph.D. student at Georgia Institute of Technology, advised by Professors Yongxin Chen and Molei Tao. Previously, I obtained my Bachelor’s degree in Statistics from the School of Mathematical Sciences, Peking University in 2023, where I was mentored by Professor Cheng Zhang.

Publications

Provable benefit of annealed Langevin Monte Carlo for non-log-concave sampling

Wei Guo, Molei Tao, Yongxin Chen

ICLR 2025

ABS

Plug-and-play controllable generation for discrete masked models

Wei Guo*, Yuchen Zhu*, Molei Tao, Yongxin Chen

Preprint

ABS

Fast solvers for discrete diffusion models: Theory and applications of high-order algorithms

Yinuo Ren*, Haoxuan Chen*, Yuchen Zhu*, Wei Guo*, Yongxin Chen, Grant M Rotskoff, Molei Tao, Lexing Ying

Preprint

ABS

Complexity Analysis of Normalizing Constant Estimation: from Jarzynski Equality to Annealed Importance Sampling and beyond

Wei Guo, Molei Tao, Yongxin Chen

Preprint

ABS