P. Okonkwo (High school), H. Lindqvist (Undergraduate)
In a preregistered study across four schools (n = 268), we test whether cross-age peer tutoring reduces self-reported mathematics anxiety. We find a small but robust effect concentrated in students starting in the lowest…
We benchmark a depth-4 variational quantum circuit against classical solvers on constrained portfolio selection with up to 18 assets. On simulator and on trapped-ion hardware the quantum approach matches classical soluti…
A. Mekonnen (High school), J. Park (Undergraduate)
We study how attention heads specialise when transformer models under 50M parameters are trained on corpora of fewer than 10 million tokens. Across five low-resource languages we find that induction heads emerge later an…
R. Osei (High school), M. Chen (High school), S. Villanueva (Undergraduate)
Forty students deployed 96 open-hardware temperature sensors across a mid-sized city over one summer. We describe the calibration protocol, quantify drift against a reference station, and show the network resolves intra-…