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Sam120204/README.md

Hi, I'm Jiayou 👋

Typing animation: Quantitative Developer, NLP Researcher

class Jiayou:
    name = "Jiayou (Sam) Zhong"

    currently = [
        "Master of Mathematical Finance student @ University of Toronto",
        "NLP Research Assistant",
    ]

    incoming = "Quantitative Developer @ BMO"

    previously = [
        "Bachelor of Computer Science @ University of Waterloo",
        "Machine Learning Engineer Intern @ Health Canada",
        "Software Engineer Intern @ Health Canada",
    ]

    skills = ["Python", "C++", "SQL", "Machine Learning", "DevOps", "Cloud Platform"]
    interested_in = ["Quant Development", "Quant Research", "Software Engineering"]
    favorite_domain = "Fintech"

Bachelor of Computer Science @ U of Waterloo · Master of Mathematical Finance @ U of Toronto

🔬 Research: AI Alignment

AI alignment is the work of making AI systems behave in ways that reflect human goals and values. My research focuses on pluralistic alignment: helping language models account for different people's perspectives, especially when there is no single answer that works for everyone.

Publications

EMNLP 2025 · Pluralistic Alignment for Healthcare: A Role-Driven Framework
Introduces ETHOSAGENTS, a framework that simulates different roles and values to help language models respond to the diverse perspectives found in healthcare.

EMNLP 2026 · VISPA: Pluralistic Alignment via Automatic Value Selection and Activation
Introduces VISPA, a training-free approach that selects relevant values and steers a model's internal activations to better reflect them in its responses.

🤝 Connect with me

LinkedIn Personal website Instagram Resume

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  1. Pluralistic-Alignment-for-Healthcare Pluralistic-Alignment-for-Healthcare Public

    Code of our paper - "Pluralistic Alignment for Healthcare: A Role-Driven Framework" (Accepted to EMNLP 2025 Main Conference)

    Python 3

  2. ScienceGPTstream2/SummarizationTool ScienceGPTstream2/SummarizationTool Public

    Summarization Tool for Science-GPT Project

    TypeScript 6 2

  3. Stock_Trading_Reddit Stock_Trading_Reddit Public

    TrendSage aims to develop a correlation between stock and cryptocurrency predictions based on the posts or comments on Reddit and the actual market trends.

    Python 16

  4. High-Frequency-Trading-Exchange-Engine High-Frequency-Trading-Exchange-Engine Public

    C++20 exchange simulator with price-time-priority matching, TCP order entry, UDP multicast market data, lock-free queues, risk controls, tests, and benchmarks.

    C++ 1

  5. KenWuqianghao/Algoherence KenWuqianghao/Algoherence Public

    Empowering Financial Literacy for ALL using LLM Agents for Algorithmic Trading and Learning

    Python 18 5

  6. Fin4All Fin4All Public

    Fin4All is an all-in-one investment assistant that democratizes access to real-time stock analysis, sentiment-driven insights, and personalized investment recommendations for investors of all exper…

    Python 7 2