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Vialab is led by Dr. Christopher Collins at Ontario Tech University.
In addition to this site, visit our Github for software and our Blog for approachable reports of our innovations.

Research Blog

  1. AI Meets the Piano: How LLMs Are Transforming Sight-Reading Practice

    by Fareeha Malik

    Learning to play the piano is a deeply rewarding journey, but it comes with a notoriously steep hurdle: sight-reading. Sight-reading is the ability to read and play a piece of sheet music fluently on the first look, much like reading a book out loud in your native language. While essential  ...Read More


More from our blog

  1. Transforming Language Learning Through AI Comics: Meet LingoComics

    by Fareeha Malik

    Anyone who has tried learning a new language on an app has likely memorized phrases like “The apple is red” or repeated drills until their eyes glazed over. Conventional language learning platforms (such as Duolingo and Memrise) have seen massive adoption, but they typically rely on pre-determined  ...Read More

  2. Case Study: Querying a Video Dataset Using Explainable A.I.

    by Ethan Duggan

    Explainable Artificial Intelligence (XAI) is an emerging field of artificial intelligence that focuses on the development an AI models that can explain their behavior on some level to human collaborators. These explanations can be developer-focused to help in understanding, designing, and improving  ...Read More

  3. Making Every Letter Count: Abbreviating Text Labels on Demand

    by Fareeha Malik

    Have you ever tried to read a complex data visualization only to find the information buried under a mess of overlapping text or font so tiny you need a magnifying glass? Whether it’s a packed treemap or a busy map, fitting long words into small spaces is a classic headache in the world of data  ...Read More

  4. Can We Learn to Trust AI? The Essential Role of Interactive Visualization

    by Fareeha Malik

    As Artificial Intelligence (AI) systems increasingly influence critical decisions across healthcare, finance, policy, and everyday life, questions around trustworthiness, fairness, interpretability, and accountability have taken center stage. But how do humans actually come to trust these complex  ...Read More

  5. Visualizing the Journey: Mapping Literature with GeoMapper

    by Fareeha Malik

    Readers often find themselves lost in the sprawling geography of a great novel. While authors use real-world locations to set the scene, following a story that jumps between cities or across continents can be a challenge for even the most attentive reader. As Franco Moretti discusses in his work  ...Read More

  6. How to Evaluate Guidance in Visual Analytics: A Dual Perspective

    by Fareeha Malik

    Visual Analytics pairs human reasoning with computational power to explore massive, complex datasets. Yet, because communication between people and software is rarely seamless, users often spend valuable time in frustrating trial-and-error analysis loops. To bridge these knowledge gaps, modern  ...Read More

For more posts from our research blog, check out our Medium Page.

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