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Jiaxing Shang

2 accepted papers

2026

Confusion-Aware Spectral Regularizer for Long-Tailed Recognition

CVPR 2026

Long-tailed image classification remains a long-standing challenge, as real-world data typically follow highly imbalanced distributions where a few head classes dominate and many tail classes contain only limited samples. This imbalance biases feature learning toward head categories and leads to sig

Cited by 0SourcecodeScholar
2026

GradientStabilizer: Fix the Norm, Not the Gradient

ICML 2026poster

Training instability in modern deep learning systems is frequently triggered by rare but extreme gradient-norm spikes, which can induce oversized parameter updates, corrupt optimizer state, and lead to slow recovery or divergence. Widely used safeguards such as gradient clipping mitigate these failu…

Cited by 0SourceScholar