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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. Visualizing Language Transfer Effects in Large Learner Corpora

    by Ethan Duggan

    Second Language Acquisition (SLA) is a research field that studies the process of learning another language. Language transfer effects occur when the learner applies structural, grammatical, or semantic rules from their native language to the language they are trying to learn. For example, a native  ...Read More

  2. Bridging the Gap: How We’re Connecting Text Mining and Visualization

    by Fareeha Malik

    Have you ever wondered how scientists keep track of the thousands of research papers published every year? In fields like Visual Text Analytics, where experts use interactive charts to make sense of massive amounts of text data, the sheer volume of new ideas can be overwhelming. In our survey  ...Read More

  3. 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

  4. NeuroSight: Controlling Cameras with Your Mind and Gaze

    by Fareeha Malik

    We’ve all been there: you are at a concert watching your favorite artist perform live, but instead of taking in the moment, you find yourself reaching into your pocket, unlocking your phone, dodging random notifications, and holding up a screen. Digital devices have blurred the boundaries between  ...Read More

  5. 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

  6. Rethinking the Search Bar: How “Slow” Visual Interfaces Help Scholars Explore the Humanities

    by Fareeha Malik

    We all take the single-line search bar for granted. You type in a few keywords, hit enter, and instantly get millions of results. But this familiar model relies on a major assumption: it presumes you already know exactly what you are looking for. For researchers in the humanities and social  ...Read More

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

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