Projects

Hierarchical and Step-Layer-Wise Tuning of Attention Specialty for Multi-Instance Synthesis in Diffusion Transformers Preprint
Attention specialization for consistent multi-instance synthesis in diffusion transformers.

Training-free Consistent Synthesis and Editing in Diffusion Transformers In progress
Training-free methods for preserving identity and structure during generation and editing.

Learnable Persistent Memory Router for Narrative Long Multi-Shot Video Generation In progress
Persistent memory mechanisms for coherent long-form, multi-shot video generation.

VLM-based Multi-Agent for Long and Complex Video Understanding In progress
Multi-agent vision-language workflows for reasoning over long and complex videos.

Conditional Flow Matching for Multivariate Energy Profile Imputation In progress
Generative imputation for incomplete multivariate energy profiles.

Optimal Control of Infinite-Dimensional Systems via Neural Operators In progress
Neural-operator methods for data-driven control of distributed parameter systems.