2 papers
cs.CV2025
GAFD-CC: Global-Aware Feature Decoupling with Confidence Calibration for OOD Detection
Kun Zou, Yongheng Xu, Jianxing Yu +3
Out-of-distribution (OOD) detection is paramount to ensuring the reliability and robustness of learning models in real-world applications. Existing post-hoc OOD detection methods d…
cs.LG2024
Revisiting Few-Shot Learning from a Causal Perspective
Guoliang Lin, Yongheng Xu, Hanjiang Lai +1
Few-shot learning with -way -shot scheme is an open challenge in machine learning. Many metric-based approaches have been proposed to tackle this problem, e.g., the Matching…