Note
A short note on action-aware pretraining as a reusable control interface for adaptable world models.
Jianxin Tang
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Latest writing, notes, and readings
Blog
MIT 6.S184 课程讲义的中文翻译与双语对照版本，系统介绍 flow matching、扩散模型、score matching、guidance、latent diffusion 和离散扩散语言模型。
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Scientific figure pipeline
A workflow for turning papers, diagrams, and code outputs into publication-grade figures while preserving source traceability.
Project
Molecular visualization stack
A practical stack for producing protein structure imagery and annotated scientific visuals from local data and public repositories.
Project
A Variational Perspective on Generative Protein Fitness Optimization
Notes on fitness optimization, generative modeling, and how optimization objectives shape sequence search.
Reading
Controllable Protein Sequence Generation with LLM Preference Optimization
Reading and implementation notes around controllable generation, preference signals, and protein sequence design.
Reading
Genome modeling and design across all domains of life with Evo 2
A running note on large biological sequence models and their implications for design workflows.
Reading