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Wenwen Zhuang

3 accepted papers

2025

Math-PUMA: Progressive Upward Multimodal Alignment to Enhance Mathematical Reasoning

AAAI 2025technical

Multimodal Large Language Models (MLLMs) excel in solving text-based mathematical problems, but they struggle with mathematical diagrams since they are primarily trained on natural scene images. For humans, visual aids generally enhance problem-solving, but MLLMs perform worse as information shifts…

2024

ImagenHub: Standardizing the evaluation of conditional image generation models

ICLR 2024poster

Recently, a myriad of conditional image generation and editing models have been developed to serve different downstream tasks, including text-to-image generation, text-guided image editing, subject-driven image generation, control-guided image generation, etc. However, we observe huge inconsistencie…

Cited by 39SourcePDFScholar
2023

A Comprehensive Study on Text-attributed Graphs: Benchmarking and Rethinking

NeurIPS 2023poster

Text-attributed graphs (TAGs) are prevalent in various real-world scenarios, where each node is associated with a text description. The cornerstone of representation learning on TAGs lies in the seamless integration of textual semantics within individual nodes and the topological connections across…