Ning Zhong

The paper evaluates how population-graph models' performance varies with evaluation context, showing implementation-dependent differences in AUC across splits.

Site-aware population GNN on ABIDE-I: cohort AUC about 0.94 (kept with site-only edges) was not reproduced by a site-prior classifier (0.506); a directed-edge support gain (+0.252) vanished when symmetrised (−0.003).

BigNeuron benchmarks automatic neuron reconstruction algorithms using gold standard annotations and image quality metrics, showing that consensus methods outperform individual algorithms.

The paper introduces TeraVR, a virtual reality system for precise 3-D neuronal morphology reconstruction in whole mouse brains, enabling collaborative and efficient annotation of complex neuronal structures.