Task-Relevant Null-Space Residuals for Non-Injective Neural Mappings

Bizu Feng, Zhimu Yang, Shuming Wang +4

Non-injective mappings in neural networks map distinct inputs to the same representation, thereby implicitly inducing equivalence relations in the input space. However, the input d…