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Litao Guo

3 accepted papers

2026

ImpText: A Benchmark and Tool-Augmented Framework for Implicit Text Reasoning

ICML 2026poster

Multimodal Large Language Models (MLLMs) have demonstrated exceptional proficiency in standard text extraction, but they encounter significant challenges when confronting real-world implicit text. Such content typically contains malicious information, intentionally concealed through physical deforma…

Cited by 0SourceScholar
2026

Show, Don't Tell: Morphing Latent Reasoning into Image Generation

ICML 2026poster

Text-to-image (T2I) generation has achieved remarkable progress, yet existing methods often lack the ability to dynamically reason and refine during generation--a hallmark of human creativity. Current reasoning-augmented paradigms mostly rely on explicit thought processes, where intermediate reasoni…

Cited by 0SourceScholar
2025

ComfyMind: Toward General-Purpose Generation via Tree-Based Planning and Reactive Feedback

NeurIPS 2025poster

With the rapid advancement of generative models, general-purpose generation has gained increasing attention as a promising approach to unify diverse tasks across modalities within a single system. Despite this progress, existing open-source frameworks often remain fragile and struggle to support com…

Cited by 0SourceScholar