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q-bio.NC2026
Hyperbolic Neural Population Geometry Benefits Computation
Dennis Wu, Yi-Chun Hung, Braden Yuille +2
Neural population geometry shapes downstream computation. Recent empirical findings in neurobiology suggest that a hyperbolic structure underlies population activity in the hippoca…
cs.LG2026
A Theory on Flow Matching with Neural Networks
Yihan He, Qishuo Yin, Yuan Cao +2
In this work, we develop theoretical foundation for flow matching with neural-network-parameterized conditional velocity fields. We establish convergence guarantees for gradient de…