98 citations · 131 across the 5 of their papers we have counts for
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cs.CL2019★ 98 cited
Thieves on Sesame Street! Model Extraction of BERT-based APIs
Kalpesh Krishna, Gaurav Singh Tomar, Ankur P. Parikh +2
We study the problem of model extraction in natural language processing, in which an adversary with only query access to a victim model attempts to reconstruct a local copy of that…
stat.ML2019★ 32 cited
Analyzing and Improving Representations with the Soft Nearest Neighbor Loss
Nicholas Frosst, Nicolas Papernot, Geoffrey Hinton
We explore and expand the to measure the of class manifolds in representation space: i.e., how close pairs of points f…