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Chun-Wun Cheng

2 accepted papers

2026

TRAINING-FREE TEST-TIME ADAPTATION WITH BROWNIAN DISTANCE COVARIANCE IN VISION-LANGUAGE MODELS

ICASSP 2026poster

Vision-language models suffer performance degradation under domain shift, limiting real-world applicability. Existing test-time adaptation methods are computationally intensive, rely on back-propagation, and often focus on single modalities. To address these issues, we propose Training-free Test-Tim…

Cited by 0SourcePDFScholar
2025

Cross-Modal Few-Shot Learning with Second-Order Neural Ordinary Differential Equations

AAAI 2025technical

We introduce SONO, a novel method leveraging Second-Order Neural Ordinary Differential Equations (Second-Order NODEs) to enhance cross-modal few-shot learning. By employing a simple yet effective architecture consisting of a Second-Order NODEs model paired with a cross-modal classifier, SONO address…

Cited by 1SourcePDFScholar