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This paper describes the design and functionality of ConvoKit, an open-source toolkit for analyzing conversations and the social interactions embedded within. ConvoKit provides an unified framework for representing and manipulating…

Computation and Language · Computer Science 2020-05-12 Jonathan P. Chang , Caleb Chiam , Liye Fu , Andrew Z. Wang , Justine Zhang , Cristian Danescu-Niculescu-Mizil

Embedding visual representations within original hierarchical tables can mitigate additional cognitive load stemming from the division of users' attention. The created hierarchical table visualizations can help users understand and explore…

Human-Computer Interaction · Computer Science 2024-05-28 Guozheng Li , Peng He , Xinyu Wang , Runfei Li , Chi Harold Liu , Chuangxin Ou , Dong He , Guoren Wang

The modelling, analysis, and visualisation of dynamic geospatial phenomena has been identified as a key developmental challenge for next-generation Geographic Information Systems (GIS). In this context, the envisaged paradigmatic extensions…

Artificial Intelligence · Computer Science 2013-12-17 Mehul Bhatt , Jan Oliver Wallgruen

Machine learning (ML) is a powerful tool for efficiently analyzing data, detecting patterns, and forecasting trends across various domains such as text, audio, and images. The availability of annotation tools to generate reliably annotated…

Artificial Intelligence · Computer Science 2024-12-24 Lily Lee , Julian Fontes , Andrew Weinert , Laura Schomacker , Daniel Stabile , Jonathan Hou

Traditional computer vision models often necessitate extensive data acquisition, annotation, and validation. These models frequently struggle in real-world applications, resulting in high false positive and negative rates, and exhibit poor…

We present a systematic review on tasks, interactions, and visualization widgets (refer to tangible entities that are used to accomplish data exploration tasks through specific interactions) in the context of tangible data exploration.…

Human-Computer Interaction · Computer Science 2025-07-02 Haonan Yao , Lingyun Yu , Lijie Yao

Semantic interaction (SI) enables analysts to incorporate their cognitive processes into AI models through direct manipulation of visualizations. While SI frameworks for narrative extraction have been proposed, empirical evaluations of…

Human-Computer Interaction · Computer Science 2026-04-01 Brian Felipe Keith-Norambuena , Fausto German , Eric Krokos , Sarah Joseph , Chris North

This paper gives a review and synthesis of methods of evaluating dimensionality reduction techniques. Particular attention is paid to rank-order neighborhood evaluation metrics. A framework is created for exploring dimensionality reduction…

Machine Learning · Computer Science 2019-02-25 Stephen L. France , Ulas Akkucuk

Synchronous data-driven storytelling with network visualizations presents significant challenges due to the complexity of real-time manipulation of network components. While existing research addresses asynchronous scenarios, there is a…

Human-Computer Interaction · Computer Science 2025-04-08 Kentaro Takahira , Wong Kam-Kwai , Leni Yang , Xian Xu , Takanori Fujiwara , Huamin Qu

While cities around the world are looking for smart ways to use new advances in data collection, management, and analysis to address their problems, the complex nature of urban issues and the overwhelming amount of available data have posed…

Human-Computer Interaction · Computer Science 2024-02-28 Gustavo Moreira , Maryam Hosseini , Md Nafiul Alam Nipu , Marcos Lage , Nivan Ferreira , Fabio Miranda

When embodied AI is expanding from traditional object detection and recognition to more advanced tasks of robot manipulation and actuation planning, visual spatial reasoning from the video inputs is necessary to perceive the spatial…

Computer Vision and Pattern Recognition · Computer Science 2026-02-10 Haoming Wang , Qiyao Xue , Weichen Liu , Wei Gao

Generating long form narratives such as stories and procedures from multiple modalities has been a long standing dream for artificial intelligence. In this regard, there is often crucial subtext that is derived from the surrounding…

Computation and Language · Computer Science 2020-10-28 Khyathi Raghavi Chandu , Ruo-Ping Dong , Alan Black

The visualization of temporal data on urban buildings, such as shadows, noise, and solar potential, plays a critical role in the analysis of dynamic urban phenomena. However, in dense and geographically constrained 3D urban environments,…

Human-Computer Interaction · Computer Science 2026-02-04 Roberta Mota , Julio D. Silva , Fabio Miranda , Usman Alim , Ehud Sharlin , Nivan Ferreira

While current visual captioning models have achieved impressive performance, they often assume that the image is well-captured and provides a complete view of the scene. In real-world scenarios, however, a single image may not offer a good…

Computer Vision and Pattern Recognition · Computer Science 2023-08-22 Anwen Hu , Shizhe Chen , Liang Zhang , Qin Jin

Visual-spatial understanding, the ability to infer object relationships and layouts from visual input, is fundamental to downstream tasks such as robotic navigation and embodied interaction. However, existing methods face spatial…

Computer Vision and Pattern Recognition · Computer Science 2025-09-22 Haoyu Zhang , Meng Liu , Zaijing Li , Haokun Wen , Weili Guan , Yaowei Wang , Liqiang Nie

Increasingly available high-frequency location datasets derived from smartphones provide unprecedented insight into trajectories of human mobility. These datasets can play a significant and growing role in informing preparedness and…

Integrating textual content, such as titles, annotations, and captions, with visualizations facilitates comprehension and takeaways during data exploration. Yet current tools often lack mechanisms for integrating meaningful long-form prose…

Human-Computer Interaction · Computer Science 2024-08-07 Dennis Bromley , Vidya Setlur

The integration of language and 3D perception is critical for embodied AI and robotic systems to perceive, understand, and interact with the physical world. Spatial reasoning, a key capability for understanding spatial relationships between…

Computer Vision and Pattern Recognition · Computer Science 2025-07-11 Jiaxin Huang , Ziwen Li , Hanlve Zhang , Runnan Chen , Xiao He , Yandong Guo , Wenping Wang , Tongliang Liu , Mingming Gong

Current visualization research has identified the potential of more immersive settings for data exploration, leveraging VR and AR technologies. To explore how a traditional visualization system could be adapted into an immersive framework,…

Human-Computer Interaction · Computer Science 2024-05-24 Jorge Wagner , Claudio T. Silva , Wolfgang Stuerzlinger , Luciana Nedel

When exploring data, analysts construct narratives about what the data means by asking questions, generating visualizations, reflecting on patterns, and revising their interpretations as new insights emerge. Yet existing analysis tools…

Human-Computer Interaction · Computer Science 2026-01-06 Oliver Huang , Muhammad Fatir , Steven Luo , Sangho Suh , Hariharan Subramonyam , Carolina Nobre