71 citations · 92 across the 8 of their papers we have counts for
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stat.ML2019★ 2 cited
Causal inference with Bayes rule
Finnian Lattimore, David Rohde
The concept of causality has a controversial history. The question of whether it is possible to represent and address causal problems with probability theory, or if fundamentally n…
stat.ML2019★ 3 cited
Replacing the do-calculus with Bayes rule
Finnian Lattimore, David Rohde
The concept of causality has a controversial history. The question of whether it is possible to represent and address causal problems with probability theory, or if fundamentally n…
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…