Jiaming Song

PhD Student at Stanford University

Palo Alto, California, United States
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Summary

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Jiaming Song is a fifth-year PhD student in Computer Science at Stanford focused on machine learning and deep learning under Stefano Ermon, with 11 years of research and engineering experience spanning academia and industry. He earned his BEng from Tsinghua and collaborated there with Jun Zhu and Lawrence Carin on scalable Bayesian methods before moving to Stanford for deep generative and reinforcement learning research. His internships at OpenAI, Facebook, Megvii, and Microsoft Research Asia produced practical systems for model distillation, detection, and deep RL, and he has pursued scalable inference work that achieved 1000x speedups for link prediction. Jiaming contributes research on conditional deep generative models for time series and maintains a publications page and personal site showcasing his work. Based in Palo Alto and coding as @lumalabs on GitHub, he blends strong theoretical foundations with systems-minded implementations that bridge large-scale data and probabilistic modeling. An under-the-radar strength is his consistent focus on scalability—both algorithmic and engineering—that turns research insights into usable, high-throughput solutions.
code11 years of coding experience
job2 years of employment as a software developer
bookBachelor of Engineering (BEng), Computer Science, Bachelor of Engineering (BEng), Computer Science at Tsinghua University
bookDoctor of Philosophy (Ph.D.), Computer Science, Doctor of Philosophy (Ph.D.), Computer Science at Stanford University
languagesChinese, German, English
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Github Skills (107)

unreal-engine-410
python10
simulator10
implicit10
deep-learning10
gpu10
gpu-acceleration10
ros10
optimization10
acceleration10
ml10
numpy10
denoising10
neural-network10
deep-reinforcement-learning10

Programming languages (8)

TypeScriptDockerfileCSSC++SCSSHTMLJupyter NotebookPython

Github contributions (5)

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ermongroup/a-nice-mc

Jun 2017 - Jul 2018

Code for "A-NICE-MC: Adversarial Training for MCMC"
Contributions:1 release, 35 commits, 4 PRs in 1 year 1 month
pytorchdeep-learningadversarialadversarial-trainingtraining
Website for D2C paper
Contributions:9 commits, 1 PR, 8 pushes in 4 months
javascriptd2c
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Jiaming Song - PhD Student at Stanford University