Zhan Shi

Achieve near-full light throughput in spectral imaging with a novel oscillating dispersion technique and deep unfolding network, enabling high-fidelity reconstruction even under light-starved conditions.

Latent reasoning models often take shortcuts to achieve high accuracy, and stronger supervision, while mitigating this, paradoxically restricts the diversity of their latent representations.