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Zetong Zhou

2 accepted papers

2026

Think-Then-Generate: Reasoning-Aware Text-to-Image Diffusion with LLM Encoders

ICML 2026poster

Recent progress in text-to-image (T2I) diffusion models (DMs) has enabled high-quality visual synthesis from diverse textual prompts. Yet, most existing T2I DMs, even those equipped with large language model (LLM)-based text encoders, remain text-pixel mappers -- they employ LLMs merely as text enco…

Cited by 0SourceScholar
2025

Seeking and Updating with Live Visual Knowledge

NeurIPS 2025poster

The visual world around us constantly evolves, from real-time news and social media trends to global infrastructure changes visible through satellite imagery and augmented reality enhancements. However, Multimodal Large Language Models (MLLMs), which automate many tasks, struggle to stay current, li…

Cited by 0SourcecodeScholar