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We describe the current content moderation strategy employed by Meta to remove policy-violating content from its platforms.
A one-armed bandit problem with a concomitant variable
Michael Woodroofe · 1979
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Scheduling flexible servers with convex delay costs: Heavy-traffic optimality of the generalized c μ \mu – rule
Avishai Mandelbaum and Alexander L. Stolyar · 2004
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Ucb revisited: Improved regret bounds for the stochastic multi-armed bandit problem
Peter Auer and Ronald Ortner · 2010
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A contextual-bandit approach to personalized news article recommendation
Lihong Li, Wei Chu, John Langford, and Robert E Schapire · 2010
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Contextual bandits with linear payoff functions
Wei Chu, Lihong Li, Lev Reyzin, and Robert Schapire · 2011
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Detecting offensive language in social media to protect adolescent online safety
Ying Chen, Yilu Zhou, Sencun Zhu, and Heng Xu · 2012
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Stochastic multi-armed-bandit problem with non-stationary rewards
Omar Besbes, Yonatan Gur, and Assaf Zeevi · 2014
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Hate speech detection with comment embeddings
Nemanja Djuric, Jing Zhou, Robin Morris, Mihajlo Grbovic, Vladan Radosavljevic, and Narayan Bhamidipati · 2015
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Detection of cyberbullying incidents on the instagram social network
Homa Hosseinmardi, Sabrina Arredondo Mattson, Rahat Ibn Rafiq, Richard Han, Qin Lv, and Shivakant Mishra · 2015
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Us and them: identifying cyber hate on twitter across multiple protected characteristics
Pete Burnap and Matthew L Williams · 2016
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Detecting rumors from microblogs with recurrent neural networks
Jing Ma, Wei Gao, Prasenjit Mitra, Sejeong Kwon, Bernard J Jansen, Kam-Fai Wong, and Meeyoung Cha · 2016
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Abusive language detection in online user content
Chikashi Nobata, Joel Tetreault, Achint Thomas, Yashar Mehdad, and Yi Chang · 2016
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Batched bandit problems
Vianney Perchet, Philippe Rigollet, Sylvain Chassang, and Erik Snowberg · 2016
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Content-driven detection of cyberbullying on the instagram social network
Haoti Zhong, Hao Li, Anna Cinzia Squicciarini, Sarah Michele Rajtmajer, Christopher Griffin, David J Miller, and Cornelia Caragea · 2016
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Using convolutional neural networks to classify hate-speech
Batched multi-armed bandits problem
Zijun Gao, Yanjun Han, Zhimei Ren, and Zhengqing Zhou · 2019
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Community standards enforcement report, november 2019 edition
Guy Rosen · 2019
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Community standards report
Mike Schroepfer · 2019
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Online decision making with high-dimensional covariates
Hamsa Bastani and Mohsen Bayati · 2020
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Ties: Temporal interaction embeddings for enhancing social media integrity at facebook
Nima Noorshams, Saurabh Verma, and Aude Hofleitner · 2020
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Instagram admits moderation mistake over racist comments
Cristina Criddle · 2021
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Björn Gambäck and Utpal Kumar Sikdar · 2017
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From ads to interventions: Contextual bandits in mobile health
Ambuj Tewari and Susan A Murphy · 2017
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Practical evaluation and optimization of contextual bandit algorithms
Alberto Bietti, Alekh Agarwal, and John Langford · 2018
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Automatic detection of cyberbullying in social media text
Cynthia Van Hee, Gilles Jacobs, Chris Emmery, Bart Desmet, Els Lefever, Ben Verhoeven, Guy De Pauw, Walter Daelemans, and Véronique Hoste · 2018
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Adult nudity and sexual activity
Meta
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Facebook community standards
Meta
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Popularity prediction for social media over arbitrary time horizons
Daniel Haimovich, Dima Karamshuk, Thomas J Leeper, Evgeniy Riabenko, and Milan Vojnovic · 2022
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Preserving integrity in online social networks
Alon Halevy, Cristian Canton-Ferrer, Hao Ma, Umut Ozertem, Patrick Pantel, Marzieh Saeidi, Fabrizio Silvestri, and Ves Stoyanov · 2022
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Meta q3 2022 earnings report
Meta · 2022
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