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Electronic Colloquium on Computational Complexity

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REPORTS > KEYWORD > IMPROPER LEARNING:
Reports tagged with improper learning:
TR18-118 | 20th June 2018
Alexander Durgin, Brendan Juba

Hardness of improper one-sided learning of conjunctions for all uniformly falsifiable CSPs

We consider several closely related variants of PAC-learning in which false-positive and false-negative errors are treated differently. In these models we seek to guarantee a given, low rate of false-positive errors and as few false-negative errors as possible given that we meet the false-positive constraint. Bshouty and Burroughs first observed ... more >>>


TR25-070 | 2nd June 2025
Halley Goldberg, Valentine Kabanets

Witness Encryption and NP-hardness of Learning

We study connections between two fundamental questions from computer science theory. (1) Is witness encryption in the sense of Garg et al. (2013) possible for NP? That is, given an instance $x$ of an NP-complete language $L$, can one encrypt a secret message with security contingent on the ability to ... more >>>




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