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.
Conformal- ized multimodal uncertainty regression and reasoning
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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.