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Current video models struggle to infer unseen spatial states and causal relationships, falling far short of human-level spatial reasoning.
Softmax's overconfidence in noisy-label person Re-ID can be tamed by adaptive similarity calibration and evidence propagation, leading to more robust feature learning.