Qingpei Guo

SHE-Net: Syntax-Hierarchy-Enhanced Text-Video Retrieval

2025 · IEEE Transactions on Circuits and Systems for Video Technology

The user base of short video apps has experienced unprecedented growth in recent years, resulting in a significant demand for video content analysis. In particular, text-video retrieval, which aims to find the top matching videos …

EvoMoE: Expert Evolution in Mixture of Experts for Multimodal Large Language Models

2025 · arXiv (Cornell University)

Recent advancements have shown that the Mixture of Experts (MoE) approach significantly enhances the capacity of large language models (LLMs) and improves performance on downstream tasks. Building on these promising results, multi-modal large language models …