136 citations · 357 across the 20 of their papers we have counts for
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stat.ML2015★ 136 cited
Deep Kalman Filters
Rahul G. Krishnan, Uri Shalit, David Sontag
Kalman Filters are one of the most influential models of time-varying phenomena. They admit an intuitive probabilistic interpretation, have a simple functional form, and enjoy wide…
stat.ML2015★ 18 cited
Barrier Frank-Wolfe for Marginal Inference
Rahul G. Krishnan, Simon Lacoste-Julien, David Sontag
We introduce a globally-convergent algorithm for optimizing the tree-reweighted (TRW) variational objective over the marginal polytope. The algorithm is based on the conditional gr…