2018-vandersloot-quack
findings extracted from this paper
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Across all tested countries, circumvention and anonymization tools are the most consistently blocked category: www.hotspotshield.com is blocked in 5 of 13 detected censoring countries, and three Tor Project properties (bridges.torproject.org, www.torproject.org, ooni.torproject.org) each appear in the top-10 most broadly blocked domains. Collateral damage is also documented — Iran blocks psiphonhealthyliving.com as a substring match for the psiphon.ca circumvention domain.
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By comparing echo-server (bidirectional) versus discard-server (inbound-only) results across 11 censoring countries, Quack finds that only 4 countries (China, Egypt, Jordan, Turkey) also block inbound traffic; the remaining 7 apply DPI exclusively to outbound data. Direction-sensitive blocking is a confirmed capability of deployed middleboxes.
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Quack's echo-server technique achieves vantage-point coverage of 4,458 autonomous systems across 184 countries — nearly an order of magnitude more than OONI's 678 ASes in 113 countries — while processing over 500 domain-server pairs per second from a single measurement machine. The public IPv4 space contains over 50,000 active echo servers daily, with 47,276 stable over 24 hours.
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Iran's number of blocked domains increases from 25 (HTTP keyword blocking) to 374 (TLS SNI-based blocking) — a 15× increase — with the newly blocked domains shifting composition to predominantly News, Human Rights, and Anonymization tools. This demonstrates that Iran maintains a distinct, more aggressive SNI blocklist for HTTPS traffic that is largely invisible to HTTP-only measurement.
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Stateful DPI disruption in censoring countries disengages within approximately 100 seconds in 99.9% of observed cases, with roughly 50% of servers recovering within 60 seconds. A 2-minute empirically determined delay is sufficient to distinguish stateful per-connection blocking from persistent blocking when retrying with innocuous payloads against the same server.