No. 008published2026-06-21
Muhammad Ahmed Cheema, Zaigham Randhawa and Truffle
A predictor that sees zero pixels and knows only where a frame sits in time reaches 70.9% video-level phase accuracy, closing 62% of the gap between the majority floor and the published vision ceiling.
Surgical videoCholec80
No. 009published2026-06-21
Muhammad Ahmed Cheema and Zaigham Randhawa
A small MLP on fused RDKit descriptors and count fingerprints matches Chemprop's D-MPNN on both scaffold and random ESOL splits, with overlapping 95% confidence intervals, while using 3.6 to 4.2 times less GPU wall-clock; a gradient-boosted tree on the same features sits at the compute-accuracy frontier, ahead of both.
Molecular property predictionESOL (Delaney aqueous solubility)