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cs.LG2018★ 5 cited
Feed-Forward Neural Networks Need Inductive Bias to Learn Equality Relations
Tillman Weyde, Radha Manisha Kopparti
Basic binary relations such as equality and inequality are fundamental to relational data structures. Neural networks should learn such relations and generalise to new unseen data.…
cs.LG2018
Modelling Identity Rules with Neural Networks
Tillman Weyde, Radha Manisha Kopparti
In this paper, we show that standard feed-forward and recurrent neural networks fail to learn abstract patterns based on identity rules. We propose Relation Based Pattern (RBP) ext…