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Home/Authors/Tirtharaj Dash

Tirtharaj Dash

1 indexed paper

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Publications per year

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26

Top categories

ML×1AI×1Neural Computing×1Quantitative Methods×1

Research Timeline

2026
BIRDNet: Mining and Encoding Boolean Implication Knowledge Graphs as Interpretable Deep Neural Networks

BIRDNet is a novel, sparse, and interpretable deep neural network that encodes Boolean implication knowledge mined directly from tabular data, achieving performance comparable to dense models while drastically reducing the number of active parameters.

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Papers

cs.LGcs.AIcs.NERecentMay 27, 2026

BIRDNet: Mining and Encoding Boolean Implication Knowledge Graphs as Interpretable Deep Neural Networks

Tirtharaj Dash

BIRDNet is a novel, sparse, and interpretable deep neural network that encodes Boolean implication knowledge mined directly from tabular data, achieving performance comparable to dense models while dr…

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