CPSC uses conformal prediction to decompose and fuse robust unimodal features and recalibrate gradients based on instance reliability, outperforming prior methods on imbalanced and noisy multimodal benchmarks.
Aligning model properties via conformal risk control
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Multimodal Learning on Low-Quality Data with Conformal Predictive Self-Calibration
CPSC uses conformal prediction to decompose and fuse robust unimodal features and recalibrate gradients based on instance reliability, outperforming prior methods on imbalanced and noisy multimodal benchmarks.