Author

Ke-Yang Cheng

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Sep 2026

Stay Rational, Resist Illusions: De-biasing Source-Free Domain Adaptation with CLIP-Verified Pseudo-Source Domain

A novel Staying Rational and Resisting Illusions (SRRI) method for SFDA to resolve the two fundamental challenges: confirmation bias and domain shift, and innovatively leverage the CLIP (Contrastive Language-Image Pre-training) model as a source of external knowledge to mitigate feature confounding.

Qing Tian, Yang Liu, Ke-Yang Cheng et al. · Machine-mediated learning · 0 citations

Open access Jul 2026

Uncertainty Generation Meta-training for Cross-domain Few-shot Learning

An innovative meta-learning framework augmented by uncertainty generation is proposed that improves the current state-of-the-art by an average of 3.11%, with key innovations in using probabilistic feature statistics, gradient-based uncertainty modeling, and causal feature extraction that enhance cross-domain knowledge...

Keyang Cheng, Yuze Sun, Yue Yu et al. · Cognitive Computation · 0 citations