From 483fea523724f2736d22b31d7eae8cba71c0e97e Mon Sep 17 00:00:00 2001 From: Wei Guo Date: Thu, 3 Oct 2024 22:33:07 -0400 Subject: [PATCH] update --- _bibliography/papers.bib | 13 +++++++++++++ _news/announcement_1.md | 8 -------- _pages/about.md | 8 ++++---- 3 files changed, 17 insertions(+), 12 deletions(-) delete mode 100644 _news/announcement_1.md diff --git a/_bibliography/papers.bib b/_bibliography/papers.bib index d894c52..1c9b833 100644 --- a/_bibliography/papers.bib +++ b/_bibliography/papers.bib @@ -1,6 +1,19 @@ --- --- +@article{guo2024plug, + title={Plug-and-Play Controllable Generation for Discrete Masked Models}, + author={Guo, Wei and Zhu, Yuchen and Tao, Molei and Chen, Yongxin}, + journal={arXiv preprint arXiv:2410.02143}, + year={2024} +} + +@article{guo2024provable, + title={Provable Benefit of Annealed Langevin Monte Carlo for Non-log-concave Sampling}, + author={Guo, Wei and Tao, Molei and Chen, Yongxin}, + journal={arXiv preprint arXiv:2407.16936}, + year={2024} +} @thesis{guo2023theoretical, title={Theoretical Analysis of the Approximation Properties of Score-Based Generative Models}, author={Wei Guo}, diff --git a/_news/announcement_1.md b/_news/announcement_1.md deleted file mode 100644 index c3bf1c1..0000000 --- a/_news/announcement_1.md +++ /dev/null @@ -1,8 +0,0 @@ ---- -layout: post -date: 2023-8-6 23:59:00 -inline: true -related_posts: false ---- - -Arrived at Atlanta and starting my PhD life! diff --git a/_pages/about.md b/_pages/about.md index 161bf25..d7645d0 100644 --- a/_pages/about.md +++ b/_pages/about.md @@ -20,17 +20,17 @@ social: true # includes social icons at the bottom of the page About Me -I am now a first-year Machine Learning Ph.D. student at Georgia Institute of Technology, supervised by Professor Yongxin Chen. 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. I am born in Ningbo, Zhejiang Province, China in 2001. +I am now a second-year Machine Learning Ph.D. student at Georgia Institute of Technology, adviced by Professor Yongxin Chen. I also work closely with Professor 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. I am born in Ningbo, Zhejiang, China in 2001. Interests I am broadly interested in fields ranging from statistics, probability, and machine learning. -Statistics: Bayesian Inference, Computational Statistics, Optimization, Sampling (Markov Chain Monte Carlo). +Statistics: Sampling (Markov Chain Monte Carlo), Optimization, Computational Statistics, Bayesian Inference. -Probability: Optimal Transport and Gradient Flow Theory, Applied Stochastic Analysis, High-dimensional Probability. +Probability: Optimal Transport and Gradient Flow Theory, Applied Stochastic Analysis. -Machine Learning: Deep Generative Modeling, Machine Learning Theory. +Machine Learning: Generative AI, Large Language and Vision Models, Machine Learning Theory. The focus and goal of my research are two-fold: to reveal the fundamental principles behind the success of data-driven algorithms and to use these insights to develop accessible, efficient, and robust approaches for solving real-world problems that are essential and valuable for our society.