arxivcs.LGcs.AIcs.CVq-bio.QM2026-06-30
Resolving superposition in AI for interpretability and cross-modal alignment in patient-neuronal images
Jisung Park, Seohyeon Kang, Daeun Yoo, Eunsu Lee, Seoin Cho, Wooyeop Choi, et al.
Artificial intelligence is transforming our capability to solve biological challenges. In dimensionality bottleneck regimes exacerbated by high-dimensional biological data, neural networks force distinct concepts into the lower dimensions known as superposition. Although this sup…