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Visualization and topic modeling are widely used approaches for text analysis. Traditional visualization methods find low-dimensional representations of documents in the visualization space (typically 2D or 3D) that can be displayed using a…

Computation and Language · Computer Science 2020-10-27 Dang Pham , Tuan M. V. Le

Large transformer-based models have made significant progress in generalizable novel view synthesis (NVS) from sparse input views, generating novel viewpoints without the need for test-time optimization. However, these models are…

Learning efficient and interpretable policies has been a challenging task in reinforcement learning (RL), particularly in the visual RL setting with complex scenes. While neural networks have achieved competitive performance, the resulting…

Machine Learning · Computer Science 2023-01-02 Wenqing Zheng , S P Sharan , Zhiwen Fan , Kevin Wang , Yihan Xi , Zhangyang Wang

We introduce a conceptual model for scalability designed for visualization research. With this model, we systematically analyze over 120 visualization publications from 1990-2020 to characterize the different notions of scalability in these…

Human-Computer Interaction · Computer Science 2023-01-06 Gaëlle Richer , Alexis Pister , Moataz Abdelaal , Jean-Daniel Fekete , Michael Sedlmair , Daniel Weiskopf

Story visualization (SV) is a challenging text-to-image generation task for the difficulty of not only rendering visual details from the text descriptions but also encoding a long-term context across multiple sentences. While prior efforts…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Daechul Ahn , Daneul Kim , Gwangmo Song , Seung Hwan Kim , Honglak Lee , Dongyeop Kang , Jonghyun Choi

Developing collaborative research platforms for quantum bit control is crucial for driving innovation in the field, as they enable the exchange of ideas, data, and implementation to achieve more impactful outcomes. Furthermore, considering…

Quantum Physics · Physics 2024-10-25 Devanshu Brahmbhatt , Yilun Xu , Neel Vora , Larry Chen , Neelay Fruitwala , Gang Huang , Qing Ji , Phuc Nguyen

The scalability of a particular visualization approach is limited by the ability for people to discern differences between plots made with different datasets. Ideally, when the data changes, the visualization changes in perceptible ways.…

Human-Computer Interaction · Computer Science 2019-07-29 Rafael Veras , Christopher Collins

Current web accessibility guidelines ask visualization designers to support screen readers via basic non-visual alternatives like textual descriptions and access to raw data tables. But charts do more than summarize data or reproduce…

Human-Computer Interaction · Computer Science 2022-05-11 Jonathan Zong , Crystal Lee , Alan Lundgard , JiWoong Jang , Daniel Hajas , Arvind Satyanarayan

Structured Visual Content (SVC) such as graphs, flow charts, or the like are used by authors to illustrate various concepts. While such depictions allow the average reader to better understand the contents, images containing SVCs are…

Computer Vision and Pattern Recognition · Computer Science 2022-05-02 Lukas Scholch , Jonas Steinhauser , Maximilian Beichter , Constantin Seibold , Kailun Yang , Merlin Knäble , Thorsten Schwarz , Alexander Mädche , Rainer Stiefelhagen

Collaborative web applications such as Facebook, Flickr and Yelp present new challenges for storing and querying large amounts of data. As users and developers are focused more on performance than single copy consistency or the ability to…

Databases · Computer Science 2009-09-15 Michael Armbrust , Armando Fox , David Patterson , Nick Lanham , Beth Trushkowsky , Jesse Trutna , Haruki Oh

Many processes, from gene interaction in biology to computer networks to social media, can be modeled more precisely as temporal hypergraphs than by regular graphs. This is because hypergraphs generalize graphs by extending edges to connect…

Human-Computer Interaction · Computer Science 2021-05-12 Maximilian T. Fischer , Devanshu Arya , Dirk Streeb , Daniel Seebacher , Daniel A. Keim , Marcel Worring

Novel view synthesis for dynamic scenes is still a challenging problem in computer vision and graphics. Recently, Gaussian splatting has emerged as a robust technique to represent static scenes and enable high-quality and real-time novel…

Computer Vision and Pattern Recognition · Computer Science 2024-04-15 Yi-Hua Huang , Yang-Tian Sun , Ziyi Yang , Xiaoyang Lyu , Yan-Pei Cao , Xiaojuan Qi

Sampling-based algorithms are classical approaches to perform Bayesian inference in inverse problems. They provide estimators with the associated credibility intervals to quantify the uncertainty on the estimators. Although these methods…

Methodology · Statistics 2023-11-28 Pierre-Antoine Thouvenin , Audrey Repetti , Pierre Chainais

Graph-based Semi-supervised learning (SSL) algorithms have been successfully used in a large number of applications. These methods classify initially unlabeled nodes by propagating label information over the structure of graph starting from…

Machine Learning · Computer Science 2014-03-03 Partha Pratim Talukdar , William Cohen

3D Gaussian Splatting (3DGS) has emerged as a powerful technique for novel view synthesis, subsequently extending into numerous spatial AI applications. However, most existing 3DGS methods operate in isolation, focusing on specific domains.…

Computer Vision and Pattern Recognition · Computer Science 2026-05-29 Yueen Ma , Zenglin Xu , Irwin King

Graphs change over time, and typically variations on the small multiples or animation pattern is used to convey this dynamism visually. However, both of these classical techniques have significant drawbacks, so a new approach, Storyline…

Social and Information Networks · Computer Science 2014-12-23 Dustin L. Arendt , Leslie M. Blaha

Digital agents are increasingly employed to automate tasks in interactive digital environments such as web pages, software applications, and operating systems. While text-based agents built on Large Language Models (LLMs) often require…

Computer Vision and Pattern Recognition · Computer Science 2025-02-04 Zhiqi Ge , Juncheng Li , Xinglei Pang , Minghe Gao , Kaihang Pan , Wang Lin , Hao Fei , Wenqiao Zhang , Siliang Tang , Yueting Zhuang

Automated mark localization in scatter images, greatly helpful for discovering knowledge and understanding enormous document images and reasoning in visual question answering AI systems, is a highly challenging problem because of the…

Computer Vision and Pattern Recognition · Computer Science 2023-12-25 Yuming Qiu , Aleksandra Pizurica , Qi Ming , Nicolas Nadisic

Data is the driving force of machine learning, with the amount and quality of training data often being more important for the performance of a system than architecture and training details. But collecting, processing and annotating real…

Self-supervised learning aims to learn representations from the data itself without explicit manual supervision. Existing efforts ignore a crucial aspect of self-supervised learning - the ability to scale to large amount of data because…

Computer Vision and Pattern Recognition · Computer Science 2019-06-07 Priya Goyal , Dhruv Mahajan , Abhinav Gupta , Ishan Misra
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