EMMA aligns video, audio, and chart modalities into a Liquid Time-Constant (LTC) network, combined with differentiable physics simulation and physics-constrained losses. It performs unsupervised ...
Addressing the issue where Test-Time Adaptation (TTA) for VLMs tends to select only high-confidence samples, leading to "inherited model category bias + insufficient exploration," this paper proposes ...