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Creating presentation slides is a critical but time-consuming task for data scientists. While researchers have proposed many AI techniques to lift data scientists' burden on data preparation and model selection, few have targeted the…

Human-Computer Interaction · Computer Science 2023-01-27 Chengbo Zheng , Dakuo Wang , April Yi Wang , Xiaojuan Ma

Lecture slide presentations, a sequence of pages that contain text and figures accompanied by speech, are constructed and presented carefully in order to optimally transfer knowledge to students. Previous studies in multimedia and…

Artificial Intelligence · Computer Science 2022-08-18 Dong Won Lee , Chaitanya Ahuja , Paul Pu Liang , Sanika Natu , Louis-Philippe Morency

Producing presentation slides automatically entails coordinating narrative structure with page-level graphic design under strict spatial constraints. For such structured multimodal tasks, a well-organized design process is essential to…

Human-Computer Interaction · Computer Science 2026-05-27 Zhiyao Cui , Chenxu Wang , Shuyue Hu , Yiqun Zhang , Wenqi Shao , Qiaosheng Zhang , Zhen Wang

Creating presentation materials requires complex multimodal reasoning skills to summarize key concepts and arrange them in a logical and visually pleasing manner. Can machines learn to emulate this laborious process? We present a novel task…

Computer Vision and Pattern Recognition · Computer Science 2022-03-22 Tsu-Jui Fu , William Yang Wang , Daniel McDuff , Yale Song

Presentations are critical for communication in all areas of our lives, yet the creation of slide decks is often tedious and time-consuming. There has been limited research aiming to automate the document-to-slides generation process and…

Computation and Language · Computer Science 2021-05-11 Edward Sun , Yufang Hou , Dakuo Wang , Yunfeng Zhang , Nancy X. R. Wang

Presentation generation requires deep content research, coherent visual design, and iterative refinement based on observation. However, existing presentation agents often rely on predefined workflows and fixed templates. To address this, we…

Artificial Intelligence · Computer Science 2026-04-21 Hao Zheng , Guozhao Mo , Xinru Yan , Qianhao Yuan , Wenkai Zhang , Xuanang Chen , Yaojie Lu , Hongyu Lin , Xianpei Han , Le Sun

Effective presentation skills are essential in education, professional communication, and public speaking, yet learners often lack access to high-quality exemplars or personalized coaching. Existing AI tools typically provide isolated…

Human-Computer Interaction · Computer Science 2025-11-25 Sirui Chen , Jinsong Zhou , Xinli Xu , Xiaoyu Yang , Litao Guo , Ying-Cong Chen

In today's fast-paced world, effective presentations have become an essential tool for communication in both online and offline meetings. The crafting of a compelling presentation requires significant time and effort, from gathering key…

Computation and Language · Computer Science 2025-01-17 Tushar Aggarwal , Aarohi Bhand

In AI-rich higher education, polished written mathematics has become easier to produce than trustworthy evidence of understanding. This article develops a human-scale methodology for service mathematics, with informatics as its main running…

History and Overview · Mathematics 2026-04-13 Siniša Miličić

In this paper, we propose an architecture to solve a novel problem statement that has stemmed more so in recent times with an increase in demand for virtual content delivery due to the COVID-19 pandemic. All educational institutions,…

Machine Learning · Computer Science 2021-06-29 Muvazima Mansoor , Srikanth Chandar , Ramamoorthy Srinath

The rapid progress of large language models (LLMs) has opened new opportunities for education. While learners can interact with academic papers through LLM-powered dialogue, limitations still exist: the lack of structured organization and…

Human-Computer Interaction · Computer Science 2026-04-02 Yuheng Yang , Wenjia Jiang , Yang Wang , Yi Song , Yiwei Wang , Chi Zhang

Online learning and academic conferences have become pervasive and essential for education and professional development, especially since the onset of pandemics. Academic presentations usually require well-designed slides that are easily…

Human-Computer Interaction · Computer Science 2023-04-26 Jiahao Weng , Xusheng Du , Haoran Xie

We introduce ArcDeck, a multi-agent framework that formulates paper-to-slide generation as a structured narrative reconstruction task. Unlike existing methods that directly summarize raw text into slides, ArcDeck explicitly models the…

Artificial Intelligence · Computer Science 2026-04-15 Tarik Can Ozden , Sachidanand VS , Furkan Horoz , Ozgur Kara , Junho Kim , James Matthew Rehg

Layout design is ubiquitous in many applications, e.g. architecture/urban planning, etc, which involves a lengthy iterative design process. Recently, deep learning has been leveraged to automatically generate layouts via image generation,…

Computer Vision and Pattern Recognition · Computer Science 2022-06-09 Feixiang He , Yanlong Huang , He Wang

Turning static slides into engaging video lectures takes considerable time and effort, requiring presenters to record explanations and visually guide their audience through the material. We introduce an end-to-end system designed to…

Computer Vision and Pattern Recognition · Computer Science 2025-05-07 Alexander Holmberg

As scientific literature grows rapidly, automated survey generation has become a key capability for AI scientists and human researchers. However, existing systems suffer from limited analytical depth due to reliance on abstracts and…

Artificial Intelligence · Computer Science 2026-05-29 Ziyue Yang , Da Ma , Hanqi Li , Zijian Wang , Tiancheng Huang , Zijian Hu , Chenrun Wang , Yunzhe Zhang , Xiaobao Wu , Kai Yu , Lu Chen

Automatic presentation slide generation can greatly streamline content creation. However, since preferences of each user may vary, existing under-specified formulations often lead to suboptimal results that fail to align with individual…

Computation and Language · Computer Science 2025-12-24 Wenzheng Zeng , Mingyu Ouyang , Langyuan Cui , Hwee Tou Ng

Lecture slide element detection and retrieval are key problems in slide understanding. Training effective models for these tasks often depends on extensive manual annotation. However, annotating large volumes of lecture slides for…

Computer Vision and Pattern Recognition · Computer Science 2025-07-01 Suyash Maniyar , Vishvesh Trivedi , Ajoy Mondal , Anand Mishra , C. V. Jawahar

Over the past decade, machine learning model complexity has grown at an extraordinary rate, as has the scale of the systems training such large models. However there is an alarmingly low hardware utilization (5-20%) in large scale AI…

Hardware Architecture · Computer Science 2022-11-14 Newsha Ardalani , Saptadeep Pal , Puneet Gupta

The capacity for highly complex, evidence-based, and strategically adaptive persuasion remains a formidable great challenge for artificial intelligence. Previous work, like IBM Project Debater, focused on generating persuasive speeches in…

Computation and Language · Computer Science 2025-11-25 Allen Roush , Devin Gonier , John Hines , Judah Goldfeder , Philippe Martin Wyder , Sanjay Basu , Ravid Shwartz Ziv
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