442 citations · 1.6k across the 20 of their papers we have counts for
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cs.LG2014★ 301 cited
New insights and perspectives on the natural gradient method
James Martens
Natural gradient descent is an optimization method traditionally motivated from the perspective of information geometry, and works well for many applications as an alternative to s…
cs.LG2014★ 36 cited
On the Expressive Efficiency of Sum Product Networks
James Martens, Venkatesh Medabalimi
Sum Product Networks (SPNs) are a recently developed class of deep generative models which compute their associated unnormalized density functions using a special type of arithmeti…