Binghong Chen

Quantitative Researcher

Chicago, Illinois, United States
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Summary

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Rockstar
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Top School
Binghong Chen is a Ph.D. machine learning researcher and quantitative researcher at Citadel Securities with a decade of experience bridging deep learning research and real-world applications. Trained at Tsinghua and Georgia Tech under Le Song and Chao Zhang, he develops novel neural methods for discrete-structured problems—from code optimization and theorem proving to drug design, retrosynthesis, and path planning. His internships at Google, Amazon, and JPMorgan reflect a track record of shipping Transformer- and VAE-based models for code, large-scale text pretraining, and order-flow modeling. Notably, he combines neural-guided search and neural-symbolic approaches, and has applied contrastive and pretraining techniques across text and graph modalities. Based in Chicago, he blends strong theoretical grounding with practical systems experience, often implementing models in JAX, TensorFlow, and production settings.
code10 years of coding experience
job8 years of employment as a software developer
bookDoctor of Philosophy - PhD, Machine Learning, 4.0/4.0, Doctor of Philosophy - PhD, Machine Learning, 4.0/4.0 at Georgia Institute of Technology
bookBachelor of Engineering - BE, Computer Science, 93/100, Rank 3/127, Bachelor of Engineering - BE, Computer Science, 93/100, Rank 3/127 at Tsinghua University
languagesChinese, English
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Github Skills (8)

planning9
computer-vision7
parallel7
pytorch6
deep-learning6
machine-learning6
molecule3
generative1

Programming languages (3)

C++Jupyter NotebookPython

Github contributions (5)

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binghong-ml/retro_star

Jun 2020 - Jul 2022

Retro*: Learning Retrosynthetic Planning with Neural Guided A* Search
Contributions:6 commits, 1 PR, 4 pushes in 2 years
pytorchretrodeep-learningcomputer-visionguided
cbh13/ucore-lab-doc

Mar 2016 - May 2016

Contributions:55 pushes, 1 branch in 2 months
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Binghong Chen - Quantitative Researcher