Robin Luo

Co-Founder at Northwestern University

San Jose, California, United States
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Summary

👤
Senior
🎓
Top School
Robin Luo is a PhD candidate and research scientist focused on making foundation models safer, more efficient, and practical for real-world tasks like information extraction and databases. With eight years of experience across academia and industry—including internships at ByteDance, RTX, and Splunk—he publishes and ships methods that cut reasoning cost and improve safety (e.g., latent-space safety alignment with large gains and attention outlier removal yielding 26.7% reasoning accuracy improvements). He co-founded startups in 2026 to push LLM applications beyond research, and his work spans PEFT, quantization-robust multimodal transformers, and hierarchical temporal tokenization for time-series reasoning. Based in San Jose, he combines deep theoretical insights (exposing EOS-induced jailbreaks) with practical engineering in Python and Java to move models from lab to product.
code8 years of coding experience
job7 years of employment as a software developer
bookMaster of Science - MS, Computer Science, Master of Science - MS, Computer Science at Georgia Institute of Technology
bookDoctor of Philosophy - PhD, Computer Science, Doctor of Philosophy - PhD, Computer Science at Northwestern University
bookBachelor's degree, Computer Engineering, Bachelor's degree, Computer Engineering at Michigan State University
languagesChinese, English, Japanese
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Github Skills (113)

transformers10
language-model10
python10
text-to-speech10
deep-learning10
transformer10
nlp10
jax10
tensorflow10
natural-language-processing10
pytorch10
machine-learning10
bert10
speech-recognition10
machine-translation9

Programming languages (5)

JavaJavaScriptHTMLJupyter NotebookPython

Github contributions (5)

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robinzixuan/robinzixuan

Dec 2021 - Feb 2025

Contributions:168 pushes, 1 branch in 3 years 2 months
robinzixuan/robin.github.io

Nov 2022 - Feb 2025

Contributions:161 pushes, 10 branches in 2 years 3 months
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Robin Luo - Co-Founder at Northwestern University