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cs.LG2021★ 1 cited
A call for better unit testing for invariant risk minimisation
Chunyang Xiao, Pranava Madhyastha
In this paper we present a controlled study on the linearized IRM framework (IRMv1) introduced in Arjovsky et al. (2020). We show that IRMv1 (and its variants) framework can be pot…
cs.LG2015
Move from Perturbed scheme to exponential weighting average
Chunyang Xiao
In an online decision problem, one makes decisions often with a pool of decision sequence called experts but without knowledge of the future. After each step, one pays a cost based…