136 citations · 360 across the 45 of their papers we have counts for
Showing 2021 · cs.LGShow all
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cs.LG2021★ 1 cited
Exponential Reduction in Sample Complexity with Learning of Ising Model Dynamics
Arkopal Dutt, Andrey Y. Lokhov, Marc Vuffray +1
The usual setting for learning the structure and parameters of a graphical model assumes the availability of independent samples produced from the corresponding multivariate probab…
cs.LG2021★ 1 cited
Learning Continuous Exponential Families Beyond Gaussian
Christopher X. Ren, Sidhant Misra, Marc Vuffray +1
We address the problem of learning of continuous exponential family distributions with unbounded support. While a lot of progress has been made on learning of Gaussian graphical mo…