Jin Schofield

Jin Schofield

Computer Science and Math
Princeton University

Hi! 👋 I'm Jin, a senior at Princeton studying CS and math. I research reinforcement learning, focusing on exploration algorithms using contrastive representations for combinatorial and strategic environments. I also have industry experience researching and engineering computationally efficient computer vision models for real-time detection in autonomous precision robotics. I am experienced in and very passionate about combining fundamental ML research (parameter-efficient architectures, self-supervised learning) with production-grade engineering (i.e. latency reduction, scalability). I want to contribute to the world by advancing general-purpose agents, embodied and otherwise, through representation learning and efficient architectures!

Education

Sept. 2022 — May 2026

Princeton University

Bachelors in Computer Science, Minor in Mathematics

1590 SAT, 36 ACT, IB Diploma with 44/45

• 🧠 President of Princeton NeuroTech • 🤖 Officer of Princeton AI • 💼 Principal at Princeton Student Ventures (VC investing in Princeton-founded startups) • 🎤 Pitched to GenNTech, AstraZeneca, and Trinity Life Sciences with E-Club

Experience

May 2025 — Present

Supervisor: Prof. Ben Eysenbach & Prof. Tom Griffiths

🔬 Created novel uniformity-only contrastive representation learner that rivals variational auto-encoder accuracy with 11% fewer parameters. Co-authored BuilderBench paper (under review for ICLR 2026). Researching exploration for contrastive reinforcement learning using temporal representations. 🛠️ Tech: JAX, NumPy

June 2025 — August 2025
Allen Control Systems logo

🤖 Machine Learning Research Engineer Intern Allen Control Systems

🚁 Re-architected and trained large core ML object detection model, allowing for detection of drones in additional ~50% of camera FOV that was previously too noisy, for autonomous precision robotics system for drone interception using recently published research papers while decreasing latency by ~75% compared to research paper implementation. Constructed a pipeline for fine-grained control of hyper-realistic synthetic training data generation using recently published research papers, increasing accuracy by additional 5%. 🛠️ Tech: CUDA, PyTorch, AWS, TensorRT

Jan. 2025 — May 2025
Princeton University Computer Science Department logo

📚 Teaching Assistant, COS 226 & COS 217 Princeton University Computer Science Department

👨‍🏫 Taught and aided students with data structures, algorithms, and programming systems material and assignments.

Dec. 2024 — Apr. 2025
Conway's Game of Life simulation
Ramaswamy ML Interpretability Lab, Princeton University logo

🤖 Machine Learning Researcher (Diffusion, Language, and Logic) Ramaswamy ML Interpretability Lab, Princeton University

Supervisor: Prof. Vikram Ramaswamy

🤖 Developed novel conditional diffusion methods with Vikram Ramaswamy for cellular automata synthesis in Conway's Game of Life; researched diffusion for text language data with Diffusion-of-Thoughts.

Dec. 2024 — Jan. 2025

📊 Quantitative Research Intern QuantCap, LLC

Manager: Joshua Zimmer, Quantitative Researcher at BlackRock, ex-Meta Data Scientist

📈 Built RNN, XGBoost, and Random Forest models to drive a trading strategy that achieved 305% cumulative returns over 12 months; constructed datasets using SQL and Python under mentorship from a BlackRock quantitative researcher and previous Meta data scientist.

Jun. 2024 — Aug. 2024
Caltech Research Project
Perona Computer Vision Lab, Caltech 🔬 logo

🤖 AI Research Intern (SURF Program) Perona Computer Vision Lab, Caltech 🔬

Supervisor: Prof. Pietro Perona

🚀 Implemented novel in-context learning techniques within latent diffusion models, improving predictive accuracy by 26%.

Jun. 2023 — Sep. 2023
GPTZero 🤖 logo

📈 Product Intern GPTZero 🤖

💡 Designed features for an AI-driven educational tool and authored a weekly newsletter reaching 45,000+ subscribers.

Sep. 2023 — Sep. 2024

📊 Led due diligence and investment decisions for early-stage Princeton-affiliated startups. Evaluated pitch decks, financial models, and market opportunities. Contributed to the growth of student entrepreneurship at Princeton through mentorship and funding decisions.

Jul. 2023 — Aug. 2023
Oxford University Clinical Research Unit 🎓 logo

📊 ML Research Engineer Intern Oxford University Clinical Research Unit 🎓

🔍 Analyzed large-scale patient datasets in R and built outcome prediction models using machine learning techniques.

Jun. 2021 — Aug. 2022

👨‍💻 Software Engineering Intern AfimaCheck

🔧 Programmed back-end C++ code of SeekThermal infrared cameras for immunoassay bodily fluid THC detection device. Programmed GUI in Python.

Publications

BuilderBench — A Benchmark for Generalist Agents logo

2025

BuilderBench — A Benchmark for Generalist Agents

Ghugare et al.

Under review for ICLR 2026.

A comprehensive benchmark for evaluating generalist agents on 3D construction tasks.

Vanderbilt Young Scientist Journal Publication logo

2021

Vanderbilt Young Scientist Journal Publication

Published research on 'Regressions to Understand Allergy Development' in the Vanderbilt Young Scientist Journal. Read the Paper

Projects Not Associated with an Internship

Alstotle Chrome Extension

Alstotle Chrome Extension

TypeScriptReactGPT-4 VisionElevenLabs
📚 An LLM-powered educational Chrome extension for YouTube videos using GPT-4 Vision, ElevenLabs, and retrieval-augmented generation.
ConchShell Wearable ASL Translator

ConchShell Wearable ASL Translator

C++PyTorchEmbedded Systems
🤖 A wearable device that converts ASL letters into speech with 94% accuracy, built in C++ and PyTorch. Selected for the DMZ Accelerator program and secured $16,600 in funding. Featured in CBC and National Observer!

Awards

1st Place, Jane Street Estimathon at Harvard Undergraduate Trading Competition logo

2025

1st Place, Jane Street Estimathon at Harvard Undergraduate Trading Competition

Won first place in the Estimathon competition at the Harvard Undergraduate Trading Competition.

Team Princeton, ICPC Regionals logo

2024

Team Princeton, ICPC Regionals

Competed in the ACM ICPC North America East Regional Programming Contest.

Princeton Pitch Competition Finalist logo

2023

Princeton Pitch Competition Finalist

Selected as a finalist in the Princeton Pitch Competition.

National HOSA Medical Innovation Champion logo

2023

National HOSA Medical Innovation Champion

Won 1st place at the National HOSA Medical Innovation Competition.

Invited Speaker, Canadian Business Hall of Fame logo

2022

Invited Speaker, Canadian Business Hall of Fame

Invited to speak at the Canadian Business Hall of Fame event.

DMZ Champion logo

2021

DMZ Champion

Won $5,000 as a DMZ Champion. Also received $10,000 from the Youth Impact Challenge.

97th Percentile, Fryer Math Contest logo

2020

97th Percentile, Fryer Math Contest

Achieved 97th percentile in the University of Waterloo Fryer Math Contest.

1st Place, Youth Impact Challenge logo

2021

1st Place, Youth Impact Challenge

Awarded 1st place out of 300+ competitors in the Youth Impact Challenge, receiving $10,000 in funding.

Selected to Represent Canada at FIRST Worlds (Robotics) logo

2020

Selected to Represent Canada at FIRST Worlds (Robotics)

Chosen to represent Canada at the FIRST Robotics World Championship.