BrainMech — Brain Dynamics Across the Lifespan
A Koopman-structured fMRI foundation model for learning and analyzing latent brain dynamics.
My work: model pretraining, distributed training, and downstream transfer evaluation.
Research
I want to build adaptive intelligence: systems that bring understanding and generation together, and adapt in real time through continuous interaction.
My work explores parts of this question through brain dynamics, controllable image editing, and agents that use structured knowledge.
Selected research
Image Editing with Qwen-Image-Edit
Improving instruction following and content preservation in image editing.
I lead SFT and RL (GRPO) post-training, with distributed training and evaluation pipelines.
KnowPlan — Knowledge-Driven Degree Planning
Separating curriculum extraction from personalized, constraint-aware degree planning.
My work: agent coordination, knowledge graph design, and data collection and curation.
CyberNeuro
AI agents for brain-network analysis, evaluated on 500+ queries.
My work: planning agent design and agent harness development.
Earlier projects & reports
SlotPhys
Object-centric physical reasoning with DINOv2 and slot attention.
Structured Syntax Learning
Character-level RNNs on LaTeX algebraic geometry · June 2025.
Google Local Review Model
Rating prediction on large datasets, with Y. Zhang, J. Wang, and R. Wang.
Nonlinear Classification
Exploring nonlinear methods for pattern classification.