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stat.ML2024
The Dimension of Self-Directed Learning
Pramith Devulapalli, Steve Hanneke
Understanding the self-directed learning complexity has been an important problem that has captured the attention of the online learning theory community since the early 1990s. Wit…
stat.ML2022★ 1 cited
Universally Consistent Online Learning with Arbitrarily Dependent Responses
Steve Hanneke
This work provides an online learning rule that is universally consistent under processes on (X,Y) pairs, under conditions only on the X process. As a special case, the conditions…