Projects

Paper Reference System

An academic writing tool designed to streamline literature reviews for researchers and students. The system uses semantic search and natural language processing to summarize academic articles and help users quickly find relevant references, significantly reducing research time.

Tech Stack: Python, ML (semantic search), NLP

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Airline Planning System

A flight planning application that uses real Google Flights data to help users create custom itineraries. Features optimized search algorithms built with Pandas and NumPy for efficient flight comparison and route planning.

Tech Stack: Python, Pandas, NumPy

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Hearing Disability Assistant

An Arduino-based wearable device designed to assist individuals with hearing disabilities. The system detects critical environmental sounds like alarms, doorbells, and knocks, then logs alerts to a companion web application for real-time notifications.

Tech Stack: Arduino, Web Development, Hardware Integration

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Social Media Depression Detection

A research project conducted at Stanford University focusing on human-computer interaction in AI. Built machine learning models using RoBERTa and Decision Trees to detect depression signals in social media content, achieving 82% accuracy. Deployed interactive prototypes using Next.js and Vercel with integrated ML backends.

Tech Stack: Python, RoBERTa, PyTorch, Next.js, Vercel

Research Project - Stanford University

Publications

AI in the Wild: A Meta-Analytic Evaluation of Depression Detection from Social Media Data

Tang X, JW. Jin, Ma E, Li X. (2026)

Conference: AAAI 2026 Artificial Intelligence for Social Impact Track

Full Paper Acceptance

Route, Don’t Fix: Regime-Dependent Decoding Correction and a Trajectory-Gated Router for Reliable Clinical LLM Answer Selection

Z. Dong, B. Wang, JW. Jin

Conference: AIxMHC 2026

Full Paper Acceptance

High Performance, High Risk? A Meta-analytic Audit (2022-2025) of Social-Media Depression Models and Their Ethical Gaps

Tang X, JW. Jin, Li X, Cohen G. (2025)

Conference: The 2025 International Conference of The Computational Social Science Society of Americas, Santa Fe, NM

Poster Acceptance

Social Context in the Machine: Predicting Depression from Multimodal Online Behavior

JW. Jin, Tang X, Li X, Cohen G. (2026)

Conference: SPSP 2026 (Society for Personality and Social Psychology)

Poster Acceptance