14 citations · 82 across the 28 of their papers we have counts for
Showing 2014Show all
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stat.ML2014★ 7 cited
Implicit Temporal Differences
Aviv Tamar, Panos Toulis, Shie Mannor +1
In reinforcement learning, the TD() algorithm is a fundamental policy evaluation method with an efficient online implementation that is suitable for large-scale problems. One pr…
cs.GT2014
Long-term causal effects of economic mechanisms on agent incentives
Panos Toulis, David C. Parkes
Economic mechanisms administer the allocation of resources to interested agents based on their self-reported types. One objective in mechanism design is to design a strategyproof p…
stat.ME2014
Asymptotic and finite-sample properties of estimators based on stochastic gradients
Panos Toulis, Edoardo M. Airoldi
Stochastic gradient descent procedures have gained popularity for parameter estimation from large data sets. However, their statistical properties are not well understood, in theor…