Content Filtering with Inattentive Information Consumers

被引:0
|
作者
Ball, Ian [1 ]
Bono, James [2 ]
Grana, Justin [3 ]
Immorlica, Nicole [4 ]
Lucier, Brendan [4 ]
Slivkins, Aleksandrs [5 ]
机构
[1] MIT, 77 Massachusetts Ave, Cambridge, MA 02139 USA
[2] Microsoft, 1 Microsoft Way, Redmond, WA 98052 USA
[3] Edge & Node, Remote Only, San Francisco, CA 94104 USA
[4] Microsoft Res, 1 Mem Dr, Cambridge, MA 02142 USA
[5] Microsoft Res, 300 Lafayette St, New York, NY 10012 USA
关键词
RATIONAL INATTENTION; EQUILIBRIUM; NEWS;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
I We develop a model of content filtering as a game between the filter and the content consumer, where the latter incurs information costs for examining the content. Motivating examples include censoring misinformation, spam/phish filtering, and recommender systems acting on a stream of content. When the attacker is exogenous, we show that improving the filter's quality is weakly Pareto improving, but has no impact on equilibrium payoffs until the filter becomes sufficiently accurate. Further, if the filter does not internalize the consumer's information costs, its lack of commitment power may render it useless and lead to inefficient outcomes. When the attacker is also strategic, improvements in filter quality may decrease equilibrium payoffs.
引用
收藏
页码:9485 / 9493
页数:9
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