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Neural networks are widely adopted to solve complex and challenging tasks. Especially in high-stakes decision-making, understanding their reasoning process is crucial, yet proves challenging for modern deep networks. Feature visualization…

Computer Vision and Pattern Recognition · Computer Science 2026-02-18 Ada Gorgun , Bernt Schiele , Jonas Fischer

Reading and repeatedly retelling a short story is a common and effective approach to learning the meanings and usages of target words. However, learners often struggle with comprehending, recalling, and retelling the story contexts of these…

Human-Computer Interaction · Computer Science 2024-05-27 Qiaoyi Chen , Siyu Liu , Kaihui Huang , Xingbo Wang , Xiaojuan Ma , Junkai Zhu , Zhenhui Peng

Automated storytelling has long captured the attention of researchers for the ubiquity of narratives in everyday life. However, it is challenging to maintain coherence and stay on-topic toward a specific ending when generating narratives…

Computation and Language · Computer Science 2022-05-17 Xiangyu Peng , Kaige Xie , Amal Alabdulkarim , Harshith Kayam , Samihan Dani , Mark O. Riedl

Creative writing is hard: Novelists struggle with writer's block daily. While automatic story generation has advanced recently, it is treated as a "toy task" for advancing artificial intelligence rather than helping people. In this paper,…

Computation and Language · Computer Science 2023-02-21 Chieh-Yang Huang , Saniya Naphade , Kavya Laalasa Karanam , Ting-Hao 'Kenneth' Huang

Storyline visualizations help visualize encounters of the characters in a story over time. Each character is represented by an x-monotone curve that goes from left to right. A meeting is represented by having the characters that participate…

Computational Geometry · Computer Science 2016-09-02 Thomas C. van Dijk , Martin Fink , Norbert Fischer , Fabian Lipp , Peter Markfelder , Alexander Ravsky , Subhash Suri , Alexander Wolff

Despite rapid advances in text-to-video synthesis, generated video quality remains critically dependent on precise user prompts. Existing test-time optimization methods, successful in other domains, struggle with the multi-faceted nature of…

Computer Vision and Pattern Recognition · Computer Science 2025-10-20 Do Xuan Long , Xingchen Wan , Hootan Nakhost , Chen-Yu Lee , Tomas Pfister , Sercan Ö. Arık

Storytelling aims to generate reasonable and vivid narratives based on an ordered image stream. The fidelity to the image story theme and the divergence of story plots attract readers to keep reading. Previous works iteratively improved the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-13 Chuanqi Zang , Jiji Tang , Rongsheng Zhang , Zeng Zhao , Tangjie Lv , Mingtao Pei , Wei Liang

Automating end-to-end data science pipeline with AI agents still stalls on two gaps: generating insightful, diverse visual evidence and assembling it into a coherent, professional report. We present A2P-Vis, a two-part, multi-agent pipeline…

Machine Learning · Computer Science 2025-12-29 Shuyu Gan , Renxiang Wang , James Mooney , Dongyeop Kang

Narrative visualization transforms data into engaging stories, making complex information accessible to a broad audience. Foundation models, with their advanced capabilities such as natural language processing, content generation, and…

Human-Computer Interaction · Computer Science 2025-02-14 Yi He , Ke Xu , Shixiong Cao , Yang Shi , Qing Chen , Nan Cao

Generative models have substantially expanded video generation capabilities, yet practical thought-to-video creation remains a multi-stage, multi-modal, and decision-intensive process. However, existing tools either hide intermediate…

Multimedia · Computer Science 2026-02-10 Zhuoyun Zheng , Yu Dong , Gaorong Liang , Guan Li , Guihua Shan , Shiyu Cheng , Dong Tian , Jianlong Zhou , Jie Liang

Large language models (LLMs) have shown promise in robotic procedural planning, yet their human-centric reasoning often omits the low-level, grounded details needed for robotic execution. Vision-language models (VLMs) offer a path toward…

Robotics · Computer Science 2025-07-22 Chan Young Park , Jillian Fisher , Marius Memmel , Dipika Khullar , Seoho Yun , Abhishek Gupta , Yejin Choi

Vision-Language Models (VLMs) have achieved remarkable success in descriptive tasks such as image captioning and visual question answering (VQA). However, their ability to generate engaging, long-form narratives -- specifically…

Machine Learning · Computer Science 2026-01-06 Yunlin Zeng

Data-driven storytelling is a powerful method for conveying insights by combining narrative techniques with visualizations and text. These stories integrate visual aids, such as highlighted bars and lines in charts, along with textual…

Computation and Language · Computer Science 2024-10-07 Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Md Rizwan Parvez , Enamul Hoque , Shafiq Joty

Vision Transformers (ViTs) have become prominent models for solving various vision tasks. However, the interpretability of ViTs has not kept pace with their promising performance. While there has been a surge of interest in developing {\it…

Computer Vision and Pattern Recognition · Computer Science 2025-05-02 Yao Qiang , Chengyin Li , Prashant Khanduri , Dongxiao Zhu

Story visualization aims to generate coherent image sequences that faithfully represent a narrative and match given character references. Despite progress in generative models, existing benchmarks remain narrow in scope, often limited to…

Computer Vision and Pattern Recognition · Computer Science 2026-03-31 Cailin Zhuang , Ailin Huang , Yaoqi Hu , Jingwei Wu , Wei Cheng , Jiaqi Liao , Hongyuan Wang , Xinyao Liao , Weiwei Cai , Hengyuan Xu , Xuanyang Zhang , Xianfang Zeng , Zhewei Huang , Gang Yu , Chi Zhang

Exploratory analysis of high-dimensional data relies on embedding the data into a low-dimensional space (typically 2D or 3D), based on which visualization plot is produced to uncover meaningful structures and to communicate geometric and…

Human-Computer Interaction · Computer Science 2026-04-23 Burak Susam , Tingting Mu

As a technically challenging topic, visual storytelling aims at generating an imaginary and coherent story with narrative multi-sentences from a group of relevant images. Existing methods often generate direct and rigid descriptions of…

Computer Vision and Pattern Recognition · Computer Science 2022-03-11 Tengpeng Li , Hanli Wang , Bin He , Chang Wen Chen

Data visualizations are powerful tools for communicating patterns in quantitative data. Yet understanding any data visualization is no small feat -- succeeding requires jointly making sense of visual, numerical, and linguistic inputs…

Human-Computer Interaction · Computer Science 2025-05-26 Arnav Verma , Kushin Mukherjee , Christopher Potts , Elisa Kreiss , Judith E. Fan

Drawing is an art that enables people to express their imagination and emotions. However, individuals usually face challenges in drawing, especially when translating conceptual ideas into visually coherent representations and bridging the…

Computer Vision and Pattern Recognition · Computer Science 2024-03-15 Trong-Vu Hoang , Quang-Binh Nguyen , Duy-Nam Ly , Khanh-Duy Le , Tam V. Nguyen , Minh-Triet Tran , Trung-Nghia Le

Text-to-Visualization (Text2Vis) systems translate natural language queries over tabular data into concise answers and executable visualizations. While closed-source LLMs generate functional code, the resulting charts often lack semantic…

Computation and Language · Computer Science 2026-01-09 Mizanur Rahman , Mohammed Saidul Islam , Md Tahmid Rahman Laskar , Shafiq Joty , Enamul Hoque
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