From Channel Bias to Feature Redundancy: Uncovering the "Less is More" Principle in Few-Shot Learning

Ji Zhang, Xu Luo, Lianli Gao +3

Deep neural networks often fail to adapt representations to novel tasks under distribution shifts, especially when only a few examples are available. This paper identifies a core o…