64 citations · 100 across the 11 of their papers we have counts for
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cs.LG2024
Stability Analysis of Various Symbolic Rule Extraction Methods from Recurrent Neural Network
Neisarg Dave, Daniel Kifer, C. Lee Giles +1
This paper analyzes two competing rule extraction methodologies: quantization and equivalence query. We trained RNN models, extracting DFA with a quantization approa…
cs.LG2023
On the Computational Complexity and Formal Hierarchy of Second Order Recurrent Neural Networks
Ankur Mali, Alexander Ororbia, Daniel Kifer +1
Artificial neural networks (ANNs) with recurrence and self-attention have been shown to be Turing-complete (TC). However, existing work has shown that these ANNs require multiple t…
cs.LG2017
Predicting Demographics of High-Resolution Geographies with Geotagged Tweets
Omar Montasser, Daniel Kifer
In this paper, we consider the problem of predicting demographics of geographic units given geotagged Tweets that are composed within these units. Traditional survey methods that o…