139 citations · 273 across the 16 of their papers we have counts for
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stat.ML2016★ 71 cited
Causal Bandits: Learning Good Interventions via Causal Inference
Finnian Lattimore, Tor Lattimore, Mark D. Reid
We study the problem of using causal models to improve the rate at which good interventions can be learned online in a stochastic environment. Our formalism combines multi-arm band…
stat.ML2016★ 1 cited
Compliance-Aware Bandits
Nicolás Della Penna, Mark D. Reid, David Balduzzi
Motivated by clinical trials, we study bandits with observable non-compliance. At each step, the learner chooses an arm, after, instead of observing only the reward, it also observ…