Search Results for author: Danqing Huang

Found 10 papers, 1 papers with code

DesignProbe: A Graphic Design Benchmark for Multimodal Large Language Models

no code implementations23 Apr 2024 Jieru Lin, Danqing Huang, Tiejun Zhao, Dechen Zhan, Chin-Yew Lin

This complexity makes the comprehension of graphic design challenging, for it needs the capability to both recognize the design elements and understand the design.

Attribute

Desigen: A Pipeline for Controllable Design Template Generation

no code implementations14 Mar 2024 Haohan Weng, Danqing Huang, Yu Qiao, Zheng Hu, Chin-Yew Lin, Tong Zhang, C. L. Philip Chen

In this paper, we present Desigen, an automatic template creation pipeline which generates background images as well as harmonious layout elements over the background.

Spot the Error: Non-autoregressive Graphic Layout Generation with Wireframe Locator

1 code implementation29 Jan 2024 Jieru Lin, Danqing Huang, Tiejun Zhao, Dechen Zhan, Chin-Yew Lin

Furthermore, based on our observation that pixel space is more sensitive in capturing spatial patterns of graphic layouts (e. g., overlap, alignment), we propose a learning-based locator to detect erroneous tokens which takes the wireframe image rendered from the generated layout sequence as input.

Attribute

Towards General and Efficient Online Tuning for Spark

no code implementations5 Sep 2023 Yang Li, Huaijun Jiang, Yu Shen, Yide Fang, Xiaofeng Yang, Danqing Huang, Xinyi Zhang, Wentao Zhang, Ce Zhang, Peng Chen, Bin Cui

The distributed data analytic system -- Spark is a common choice for processing massive volumes of heterogeneous data, while it is challenging to tune its parameters to achieve high performance.

Bayesian Optimization Meta-Learning

CANVASEMB: Learning Layout Representation with Large-scale Pre-training for Graphic Design

no code implementations1 Jan 2021 Yuxi Xie, Danqing Huang, Jinpeng Wang, Chin-Yew Lin

Layout representation, which models visual elements in a canvas and their inter-relations, plays a crucial role in graphic design intelligence.

Image Captioning Multi-Task Learning +1

Towards Generating Math Word Problems from Equations and Topics

no code implementations WS 2019 Qingyu Zhou, Danqing Huang

A math word problem is a narrative with a specific topic that provides clues to the correct equation with numerical quantities and variables therein.

Math

Neural Math Word Problem Solver with Reinforcement Learning

no code implementations COLING 2018 Danqing Huang, Jing Liu, Chin-Yew Lin, Jian Yin

Experimental results show that (1) The copy and alignment mechanism is effective to address the two issues; (2) Reinforcement learning leads to better performance than maximum likelihood on this task; (3) Our neural model is complementary to the feature-based model and their combination significantly outperforms the state-of-the-art results.

Feature Engineering Math +3

Using Intermediate Representations to Solve Math Word Problems

no code implementations ACL 2018 Danqing Huang, Jin-Ge Yao, Chin-Yew Lin, Qingyu Zhou, Jian Yin

To solve math word problems, previous statistical approaches attempt at learning a direct mapping from a problem description to its corresponding equation system.

Math Math Word Problem Solving

Learning Fine-Grained Expressions to Solve Math Word Problems

no code implementations EMNLP 2017 Danqing Huang, Shuming Shi, Chin-Yew Lin, Jian Yin

This method learns the mappings between math concept phrases in math word problems and their math expressions from training data.

Math Math Word Problem Solving

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