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Foundation models meet visualizations: Challenges and opportunities
Recent studies have indicated that foundation models, such as BERT and GPT, excel at
adapting to various downstream tasks. This adaptability has made them a dominant force in …
adapting to various downstream tasks. This adaptability has made them a dominant force in …
Doom or deliciousness: Challenges and opportunities for visualization in the age of generative models
Generative text‐to‐image models (as exemplified by DALL‐E, MidJourney, and Stable
Diffusion) have recently made enormous technological leaps, demonstrating impressive …
Diffusion) have recently made enormous technological leaps, demonstrating impressive …
Chartgpt: Leveraging llms to generate charts from abstract natural language
The use of natural language interfaces (NLIs) to create charts is becoming increasingly
popular due to the intuitiveness of natural language interactions. One key challenge in this …
popular due to the intuitiveness of natural language interactions. One key challenge in this …
Data player: Automatic generation of data videos with narration-animation interplay
L Shen, Y Zhang, H Zhang… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Data visualizations and narratives are often integrated to convey data stories effectively.
Among various data storytelling formats, data videos have been garnering increasing …
Among various data storytelling formats, data videos have been garnering increasing …
Let the chart spark: Embedding semantic context into chart with text-to-image generative model
Pictorial visualization seamlessly integrates data and semantic context into visual
representation, conveying complex information in an engaging and informative manner …
representation, conveying complex information in an engaging and informative manner …
DashBot: Insight-driven dashboard generation based on deep reinforcement learning
Analytical dashboards are popular in business intelligence to facilitate insight discovery with
multiple charts. However, creating an effective dashboard is highly demanding, which …
multiple charts. However, creating an effective dashboard is highly demanding, which …
Reviving static charts into live charts
Data charts are prevalent across various fields due to their efficacy in conveying complex
data relationships. However, static charts may sometimes struggle to engage readers and …
data relationships. However, static charts may sometimes struggle to engage readers and …
An empirical evaluation of the gpt-4 multimodal language model on visualization literacy tasks
A Bendeck, J Stasko - IEEE Transactions on Visualization and …, 2024 - ieeexplore.ieee.org
Large Language Models (LLMs) like GPT-4 which support multimodal input (ie, prompts
containing images in addition to text) have immense potential to advance visualization …
containing images in addition to text) have immense potential to advance visualization …
Visualizing large-scale spatial time series with geochron
In geo-related fields such as urban informatics, atmospheric science, and geography, large-
scale spatial time (ST) series (ie, geo-referred time series) are collected for monitoring and …
scale spatial time (ST) series (ie, geo-referred time series) are collected for monitoring and …
RASIPAM: Interactive pattern mining of multivariate event sequences in racket sports
Experts in racket sports like tennis and badminton use tactical analysis to gain insight into
competitors' playing styles. Many data-driven methods apply pattern mining to racket sports …
competitors' playing styles. Many data-driven methods apply pattern mining to racket sports …