153 citations · 362 across the 31 of their papers we have counts for
Showing 2017Show all
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cs.LG2017★ 18 cited
Online Learning with Gated Linear Networks
Joel Veness, Tor Lattimore, Avishkar Bhoopchand +3
This paper describes a family of probabilistic architectures designed for online learning under the logarithmic loss. Rather than relying on non-linear transfer functions, our meth…
stat.ML2017★ 8 cited
A Scale Free Algorithm for Stochastic Bandits with Bounded Kurtosis
Tor Lattimore
Existing strategies for finite-armed stochastic bandits mostly depend on a parameter of scale that must be known in advance. Sometimes this is in the form of a bound on the payoffs…
cs.LG2017★ 13 cited
Following the Leader and Fast Rates in Linear Prediction: Curved Constraint Sets and Other Regularities
Ruitong Huang, Tor Lattimore, András György +1
The follow the leader (FTL) algorithm, perhaps the simplest of all online learning algorithms, is known to perform well when the loss functions it is used on are convex and positiv…