Bowen Song
I am a Ph.D. candidate in Electrical and Computer Engineering at University of Michigan, Ann Arbor. Previously I worked at Microsoft as an applied scientist.
I obtained my Master’s degree in Computational and Mathematical Engineering from Stanford University, advised by Prof. Lei Xing; Bachelor’s degree in Mathematics and Statistics from University of Illinois, Urbana Champaign.
My research interests lie in applications and theories of generative models and diffusion models. Recently, my projects focus on efficient training and inference on high-dimensional data with diffusion models. My previous projects are also related to test-time adaptation and implicit neural representation learnings.
Selected Publications
DiffusionBlend: Learning 3D Image Prior through Position-aware Diffusion Score Blending for 3D Computed Tomography Reconstruction
Bowen Song*, Jason Hu*, Zhaoxu Luo, Jeffrey A Fessler, Liyue Shen
ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling
SatDiffMoE: A Mixture of Estimation Method for Satellite Image Super-resolution with Latent Diffusion Models
Zhaoxu Luo*, Bowen Song*, Liyue Shen
ICML 2024 Workshop on Structured Probabilistic Inference & Generative Modeling
CoSIGN: Few-Step Guidance of ConSIstency Model to Solve General INverse Problems
Jiankun Zhao*, Bowen Song*, Liyue Shen
ECCV 2024
Solving inverse problems with latent diffusion models via hard data consistency
Bowen Song*, Soo Min Kwon*, Zecheng Zhang, Xinyu Hu, Qing Qu, Liyue Shen
ICLR 2024
Evoke: Evoking Critical Thinking Abilities in LLMs via Reviewer-Author Prompt Editing
Xinyu Hu, Pengfei Tang, Simiao Zuo, Zihan Wang, Bowen Song, Qiang Lou, Jian Jiao, Denis X Charles
ICLR 2024
PINER: Prior-Informed Implicit Neural Representation Learning for Test-Time Adaptation in Sparse-View CT Reconstruction
Bowen Song, Liyue Shen*, Lei Xing*
WACV 2023
Blog
In this blog, we will explore interesting stuff here. Topics including: thoughts on technology development and societal impacts, reflection on methodological approach to problem solving, training for physical fitness, recovering from injury, classical music analysis and so on.
Posts
A bug when installing new environment in Conda
Road to Recovery - ACL完全断裂半月板复杂裂1.5年笔记
Domain Adaptation with Latent Diffusion Models for Segmentation and Classification
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