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cs.LG2023★ 1 cited
Fast Decision Boundary based Out-of-Distribution Detector
Litian Liu, Yao Qin
Efficient and effective Out-of-Distribution (OOD) detection is essential for the safe deployment of AI systems. Existing feature space methods, while effective, often incur signifi…
cs.LG2023
Detecting Out-of-Distribution Through the Lens of Neural Collapse
Litian Liu, Yao Qin
Out-of-Distribution (OOD) detection is critical for safe deployment; however, existing detectors often struggle to generalize across datasets of varying scales and model architectu…