YINAN LI

A man who would like to be a Doctor of Philosophy

About Me

🤖

I’m an AI Researcher at Lachesis (HK), where I develop medical AI systems and explore emerging technologies. My research lies at the intersection of AI for Science, healthcare intelligence, and generative modeling.

Publications

My publications with coworkers.

MOL-E3: Multi-Modal LLM with Reinforcement and Genetic Evolution
for Enhanced Molecular Design / Active

Still working

Paper

NeurIPS 2026

Developed a multi-modal molecular design framework integrating large language models, reinforcement learning,
and genetic evolution to enhance molecular generation and optimization through fragment-level exploration and
multi-modal representation learning

A ML-Based Shared Bike Demand Prediction Based on Dynamic Golden Distance. / Master’s thesis

2024年12月23日

Supervisor

Msc thesis

Proposed a machine learning-based framework for shared bike demand prediction using dynamic golden distance,
integrating spatial and temporal factors to improve demand forecasting and support intelligent urban mobility
optimization.

Multi-modal
Collaborative Model Evolution: Automated Discovery and Refinement of Graph Augmentation Strategies / Submitted

2025年6月23日

No Website

ACM MM

Developed an automated framework for discovering and refining graph augmentation strategies through
multi-modal collaborative model evolution, improving adaptability and performance in graph representation
learning across diverse tasks and datasets.

Multi-Task Learning through the Lens of Causality / Submitted

2025年6月23日

No Website

NeurIPS 2026

Investigated multi-task learning from a causal perspective and contributed to a framework for modeling inter-task
relationships with improved interpretability and generalization

Work & Intern Experience

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Lachesis Intelligent Healthcare (HK) Co., Limited – Innovation Researcher (Nov 2025 ~ Now)

Innovation Center, Work Experience

Patent: Dynamic Physician Handover Prediction via Offline-Online Deep Reinforcement Learning with Mixture-of-Experts

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Institute of Automation, Chinese Academy of Sciences – Research Intern (Jan 2026 ~ Now)

Part-time Research Assistant

Supervisor: Ning Yang

🔬

Guangming Laboratory, Shenzhen University – Multi-modal LLM Algorithm Engineer Intern (Jan 2025- Jun 2025)

Supervisor: Wenhao Jiang

Outcome: 1. Auto Creative Agent. 2. Build my own website.

🚲

Sengital (HK) Co., LimitedAlgorithm Engineering (Jun 2024 ~ August 2024)

Research Department

Outcome: 1. Msc Thesis. 2. Build my own VPS