Gaurav Singh

Mathscapes Research

Founder of Mathscapes, a design and research studio that makes mathematics visible and understandable. Works across generative design tools, streaming statistics, machine learning, and materials engineering.

Generative designMachine learningStreaming statisticsMaterials engineeringHuman-computer interaction
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7 publications
2014–2026 active

Publications

2026
A framework for visual-mathematical literacy in applied machine learning: why representation choices shape what models can learn
Gaurav Singh, R. S. Dhari
Machine Learning: Engineering (IOP Publishing)
Techno-economic pathways modeling and nonlinear optimized SEEA-ROI longitudinal dynamic simulation for decarbonising Australian heavy transportation systems
Gaurav Singh, Elizabeth Chang, Yeliz Karaca
Fractals
Iterflow: Composable Streaming Statistics for JavaScript
Gaurav Singh
Mathscapes (Zenodo)
2024
Automated detection of deformation mechanisms in re-entrant honeycomb auxetics using machine learning
Gaurav Singh, R. S. Dhari, Zia Javanbakht
International Journal of Protective Structures
2019
ReRide: A Bike Area Network for Embodied Self-monitoring during Motorbike Commute
Naveen L. Bagalkot, Gaurav Singh, Vineeta Rath, Tomas Sokoler, Anchit Shukla
TEI '19 — Tangible, Embedded, and Embodied Interaction
2017
ReRide: A platform to explore interaction with personal data before, during, and after motorcycle commuting
Naveen Bagalkot, Tomas Sokoler, Riyaj Shaikh, Gaurav Singh, et al.
INTERACT 2017 (IFIP, LNCS)
2014
SnapTag: Leveraging situated memory to enhance self-efficacy for well-being
Suraj Baadkar, Gaurav Singh, Atul Saraf, Naveen Bagalkot
India HCI 2014