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Forrest Huang

3 accepted papers

2025

MM1.5: Methods, Analysis & Insights from Multimodal LLM Fine-tuning

ICLR 2025poster

We present MM1.5, a new family of multimodal large language models (MLLMs) designed to enhance capabilities in text-rich image understanding, visual referring and grounding, and multi-image reasoning. Building upon the MM1 architecture, MM1.5 adopts a data-centric approach to model training, systema…

Cited by 29SourcePDFScholar
2025

UINavBench: A Framework for Comprehensive Evaluation of Interactive Digital Agents

ICCV 2025poster

We build a comprehensive online evaluation benchmark for language-conditioned multi-step task execution on mobile interfaces. Our benchmark strives to evaluate the multi-step planning, reasoning, and visual grounding capabilities of agents, using mobile user interfaces as a concrete testbed. To buil…

Cited by 0SourcePDFScholar
2023

PLay: Parametrically Conditioned Layout Generation using Latent Diffusion

ICML 2023poster

Layout design is an important task in various design fields, including user interfaces, document, and graphic design. As this task requires tedious manual effort by designers, prior works have attempted to automate this process using generative models, but commonly fell short of providing intuitive…

Cited by 31SourcePDFScholar