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Point of purchase (POP) materials can be created to assist non-experts by combining large language models (LLMs) with human insight. Persuasive POP texts require both customer understanding and expressive writing skills. However,…

Human-Computer Interaction · Computer Science 2026-04-01 Shiori Nakamura , Masato Kikuchi , Tadachika Ozono

Creating advertising images is often a labor-intensive and time-consuming process. Can we automatically generate such images using basic product information like a product foreground image, taglines, and a target size? Existing methods…

Computer Vision and Pattern Recognition · Computer Science 2025-08-29 Hongyu Chen , Min Zhou , Jing Jiang , Jiale Chen , Yang Lu , Zihang Lin , Bo Xiao , Tiezheng Ge , Bo Zheng

Existing automatic prompt engineering methods are typically designed for discriminative tasks, where new task prompts are iteratively refined with limited feedback from a single metric reflecting a single aspect. However, these approaches…

Computation and Language · Computer Science 2025-01-15 Han He , Qianchu Liu , Lei Xu , Chaitanya Shivade , Yi Zhang , Sundararajan Srinivasan , Katrin Kirchhoff

In product advertising applications, the automated inpainting of backgrounds utilizing AI techniques in product images has emerged as a significant task. However, the techniques still suffer from issues such as inappropriate background and…

Computer Vision and Pattern Recognition · Computer Science 2024-12-25 Yuqi Liang , Jun Luo , Xiaoxi Guo , Jianqi Bi

Advances in CAD and CAM have enabled engineers and design teams to digitally design parts with unprecedented ease. Software solutions now come with a range of modules for optimizing designs for performance requirements, generating…

Computational Engineering, Finance, and Science · Computer Science 2024-09-06 Hongrui Chen , Aditya Joglekar , Zack Rubinstein , Bradley Schmerl , Gary Fedder , Jan de Nijs , David Garlan , Stephen Smith , Levent Burak Kara

In Virtual Product Placement (VPP) applications, the discrete integration of specific brand products into images or videos has emerged as a challenging yet important task. This paper introduces a novel three-stage fully automated VPP…

Computer Vision and Pattern Recognition · Computer Science 2024-05-03 Mohammad Mahmudul Alam , Negin Sokhandan , Emmett Goodman

This study presents AutoOpt-11k, a unique image dataset of over 11,000 handwritten and printed mathematical optimization models corresponding to single-objective, multi-objective, multi-level, and stochastic optimization problems exhibiting…

Artificial Intelligence · Computer Science 2025-10-27 Ankur Sinha , Shobhit Arora , Dhaval Pujara

Modern compilers typically provide hundreds of options to optimize program performance, but users often cannot fully leverage them due to the huge number of options. While standard optimization combinations (e.g., -O3) provide reasonable…

Software Engineering · Computer Science 2025-06-25 Bingyu Gao , Mengyu Yao , Ziming Wang , Dong Liu , Ding Li , Xiangqun Chen , Yao Guo

In AI-empowered poster design, content-aware layout generation is crucial for the on-image arrangement of visual-textual elements, e.g., logo, text, and underlay. To perceive the background images, existing work demanded a high parameter…

Computer Vision and Pattern Recognition · Computer Science 2025-05-28 HsiaoYuan Hsu , Yuxin Peng

Simultaneously utilizing several complementary solvers is a simple yet effective strategy for solving computationally hard problems. However, manually building such solver portfolios typically requires considerable domain knowledge and…

Artificial Intelligence · Computer Science 2018-04-18 Shengcai Liu , Ke Tang , Xin Yao

Users of industrial recommender systems are normally suggesteda list of items at one time. Ideally, such list-wise recommendationshould provide diverse and relevant options to the users. However, in practice, list-wise recommendation is…

Information Retrieval · Computer Science 2020-04-22 Yichao Wang , Xiangyu Zhang , Zhirong Liu , Zhenhua Dong , Xinhua Feng , Ruiming Tang , Xiuqiang He

Search advertising, a popular method for online marketing, has been employed to improve health by eliciting positive behavioral change. However, writing effective advertisements requires expertise and experimentation, which may not be…

Information Retrieval · Computer Science 2020-07-14 Brit Youngmann , Ran Gilad-Bachrach , Danny Karmon , Elad Yom-Tov

Text design is one of the most critical procedures in poster design, as it relies heavily on the creativity and expertise of humans to design text images considering the visual harmony and text-semantic. This study introduces TextPainter, a…

Computer Vision and Pattern Recognition · Computer Science 2023-08-15 Yifan Gao , Jinpeng Lin , Min Zhou , Chuanbin Liu , Hongtao Xie , Tiezheng Ge , Yuning Jiang

The problem of poster generation for scientific papers is under-investigated. Posters often present the most important information of papers, and the task can be considered as a special form of document summarization. Previous studies focus…

Computation and Language · Computer Science 2021-12-17 Sheng Xu , Xiaojun Wan

Conditional 3D generation is undergoing a significant advancement, enabling the free creation of 3D content from inputs such as text or 2D images. However, previous approaches have suffered from low inference efficiency, limited generation…

Computer Vision and Pattern Recognition · Computer Science 2023-10-23 Zekun Qi , Muzhou Yu , Runpei Dong , Kaisheng Ma

Efficient authoring of vast virtual environments hinges on algorithms that are able to automatically generate content while also being controllable. We propose a method to automatically generate furniture layouts for indoor environments.…

Computer Vision and Pattern Recognition · Computer Science 2019-01-28 Paul Henderson , Kartic Subr , Vittorio Ferrari

Modern recommender systems increasingly leverage large language models (LLMs) for reranking to improve personalization. However, existing approaches face two key limitations: (1) heavy reliance on manually crafted prompts that are difficult…

Information Retrieval · Computer Science 2025-04-08 Chen Wang , Mingdai Yang , Zhiwei Liu , Pan Li , Linsey Pang , Qingsong Wen , Philip Yu

Designing infographics can be a tedious process for non-experts and time-consuming even for professional designers. Based on the literature and a formative study, we propose a flexible framework for automated and semi-automated infographics…

Human-Computer Interaction · Computer Science 2021-08-31 Anjul Tyagi , Jian Zhao , Pushkar Patel , Swasti Khurana , Klaus Mueller

In online advertising, the demand-side platform (a.k.a. DSP) enables advertisers to create different ad creatives for real-time bidding. Intuitively, advertisers tend to create more ad creatives for a single photo to increase the…

Artificial Intelligence · Computer Science 2024-12-10 Ruizhi Wang , Kai Liu , Bingjie Li , Yu Rong , Qingpeng Cai , Fei Pan , Peng Jiang

High-quality prompts are crucial for eliciting outstanding performance from large language models (LLMs) on complex tasks. Existing research has explored model-driven strategies for prompt optimization. However, these methods often suffer…

Computation and Language · Computer Science 2025-06-04 Yifan Duan , Yihong Tang , Kehai Chen , Liqiang Nie , Min Zhang