10 citations · 16 across the 9 of their papers we have counts for
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cs.AI2022
A Short Survey of Systematic Generalization
Yuanpeng Li
This survey includes systematic generalization and a history of how machine learning addresses it. We aim to summarize and organize the related information of both conventional and…
cs.LG2022
On a Built-in Conflict between Deep Learning and Systematic Generalization
Yuanpeng Li
In this paper, we hypothesize that internal function sharing is one of the reasons to weaken o.o.d. or systematic generalization in deep learning for classification tasks. Under eq…
cs.LG2022
Efficiently Disentangle Causal Representations
Yuanpeng Li, Joel Hestness, Mohamed Elhoseiny +2
This paper proposes an efficient approach to learning disentangled representations with causal mechanisms based on the difference of conditional probabilities in original and new d…