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Theoretical Computer Science, Volume 808

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Volume 808, February 2020

Special Issue on Algorithmic Learning Theory

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Steve Hanneke, Lev Reyzin:
Special issue on ALT 2017: Guest Editors' Introduction. 1
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Dana Angluin, Tyler Dohrn:
The power of random counterexamples. 2-13
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  - journals/tcs/BalcanBN20
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Maria-Florina Balcan, Avrim Blum, Vaishnavh Nagarajan:
Lifelong learning in costly feature spaces. 14-37
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  - journals/tcs/BayehGZ20
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Fahimeh Bayeh, Ziyuan Gao, Sandra Zilles:
Finitely distinguishable erasing pattern languages. 38-73
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  - journals/tcs/EnsignNPV20
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Danielle Ensign, Scott Neville, Arnab Paul, Suresh Venkatasubramanian:
The complexity of explaining neural networks through (group) invariants. 74-85
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  - journals/tcs/FeldmanKV20
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Vitaly Feldman, Pravesh Kothari, Jan Vondrák:
Tight bounds on ℓ₁ approximation and learning of self-bounding functions. 86-98
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  - journals/tcs/GuptaH20
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Arushi Gupta, Daniel Hsu:
Parameter identification in Markov chain choice models. 99-107
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  - journals/tcs/JoulaniGS20
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Pooria Joulani, András György, Csaba Szepesvári:
A modular analysis of adaptive (non-)convex optimization: Optimism, composite objectives, variance reduction, and variational bounds. 108-138
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  - journals/tcs/Kotlowski20
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Wojciech Kotlowski:
Scale-invariant unconstrained online learning. 139-158
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Philip M. Long:
New bounds on the price of bandit feedback for mistake-bounded online multiclass learning. 159-163

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