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User demand for blocking advertising and tracking online is large and growing.
Random Forests
Breiman, L · 2001
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ZOZZLE: Fast and Precise In-Browser JavaScript Malware Detection
Curtsinger, C., Livshits, B., Zorn, B., and Seifert, C · 2011
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Privacy-Preserving Social Plugins
Kontaxis, G., Polychronakis, M., Keromytis, A. D., and Markatos, E. P · 2012
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A Promising Direction for Web Tracking Countermeasures
Bau, J., Mayer, J., Paskov, H., and Mitchel, J. C · 2013
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Leveraging Machine Learning to Improve Unwanted Resource Filtering
Bhagavatula, S., Dunn, C., Kanich, C., Gupta, M., and Ziebart, B · 2014
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https://www.nytimes.com/2015/10/01/technology/personaltech/ad-blockers-mobile-iphone-browsers.html
Putting Mobile Ad Blockers to the Test · 2015
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https://pagefair.com/blog/2015/ad-blocking-report/ , 2015
PageFair 2015 Adblock Report · 2015
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Data Brokers Are Watching You
Anthes, G · 2015
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An Automated Approach for Complementing Ad Blockers’ Blacklists
Gugelmann, D., Happe, M., Ager, B., and Lenders, V · 2015
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PriVaricator: Deceiving Fingerprinters with Little White Lies
Nick Nikiforakis and Wouter Joosen and Benjamin Livshits · 2015
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Annoyed Users: Ads and Ad-Block Usage in the Wild
Pujol, E., Hohlfeld, O., and Feldmann, A · 2015
Earlier work this paper cites.
https://pagefair.com/blog/2016/mobile-adblocking-report/ , 2016
PageFair 2016 Mobile Adblocking Report · 2016
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Online Tracking: A 1-million-site Measurement and Analysis
Englehardt, S., and Narayanan, A · 2016
Cited alongside, same era.
Towards Automatic identification of JavaScript-oriented Machine-Based Tracking
Kaizer, A. J., and Gupta, M · 2016
Cited alongside, same era.
Internet Jones and the Raiders of the Lost Trackers: An Archaeological Study of Web Tracking from 1996 to 2016
Lerner, A., Simpson, A. K., Kohno, T., and Roesner, F · 2016
Cited alongside, same era.
A Machine Learning Approach for Detecting Third-Party Trackers on the Web
Wu, Q., Liu, Q., Zhang, Y., Liu, P., and Wen, G · 2016
Cited alongside, same era.
Tracking the Trackers
Yu, Z., Macbeth, S., Modi, K., and Pujol, J. M · 2016
Cited alongside, same era.
https://www.iab.com/wp-content/uploads/2017/08/IABNewAdPortfolio_FINAL_2017.pdf
IAB Standard Ad Unit Portfolio · 2017
Block Me If You Can: A Large-Scale Study of Tracker-Blocking Tools
Merzdovnik, G., Huber, M., Buhov, D., Nikiforakis, N., Neuner, S., Schmiedecker, M., and Weippl, E · 2017
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Building a better web for everyone
Ramaswamy, S · 2017
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Most websites don’t need to vibrate: A cost-benefit approach to improving browser security
Snyder, P., Taylor, C., and Kanich, C · 2017
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The Future of Ad Blocking: An Analytical Framework and New Techniques
Storey, G., Reisman, D., Mayer, J., and Narayanan, A · 2017
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Ad Network Uses DGA Algorithm to Bypass Ad Blockers and Deploy In-Browser Miners
Cimpanu, C · 2018
Closest in time.
Mozilla Firefox The Path to Enhanced Tracking Protection
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Cited alongside, same era.
https://pagefair.com/downloads/2017/01/PageFair-2017-Adblock-Report.pdf
PageFair, 2017 Global Adblock Report · 2017
Cited alongside, same era.
Ad-blocking: A Study on Performance, Privacy and Counter-measures
Garimella, K., Kostakis, O., and Mathioudakis, M · 2017
Cited alongside, same era.
Quantifying Web Adblocker Privacy
Gervais, A., Filios, A., Lenders, V., and Capkun, S · 2017
Cited alongside, same era.
Towards Seamless Tracking-Free Web: Improved Detection of Trackers via One-class Learning
Ikram, M., Asghar, H. J., Kaafar, M. A., Mahanti, A., and Krishnamurthy, B · 2017
Cited alongside, same era.
The Ad Wars: Retrospective Measurement and Analysis of Anti-Adblock Filter Lists
Iqbal, U., Shafiq, Z., and Qian, Z · 2017
Cited alongside, same era.
Towards accurate detection of obfuscated web tracking
Le, H., Fallace, F., and Barlet-Ros, P · 2017
Cited alongside, same era.
Dolanjski, P · 2018
Closest in time.
JSgraph: Enabling Reconstruction of Web Attacks via Efficient Tracking of Live In-Browser JavaScript Executions
Li, B., Vadrevu, P., Lee, K. H., and Perdisci, R · 2018
Closest in time.
NoMoAds: Effective and Efficient Cross-App Mobile Ad-Blocking
Shuba, A., Markopoulou, A., and Shafiq, Z · 2018
Closest in time.
Ad-versarial: Defeating Perceptual Ad-Blocking
Tramer, F., Dupre, P., Rusak, G., Pellegrino, G., and Boneh, D · 2018
Closest in time.
Vastel, A., Snyder, P., and Livshits, B · 2018
Closest in time.
Apple Safari Intelligent Tracking Prevention
Wilander, J · 2018
Closest in time.