obfs4 successfully established Tor circuits on the authors' own unpublished bridge relays but failed to connect to any public obfs4 bridge, consistent with the GFW having scraped and blacklisted public bridge addresses. This demonstrates that address confidentiality is a prerequisite for obfs4's effectiveness, independent of its obfuscation properties.

By 2018 the GFW shifted from blocking Tor bridges by (IP, port) tuples to blocking the entire IP address. A blocked bridge remains inaccessible for exactly 12 hours; the block renews to 12 hours if any additional Tor connection attempt is made during that window, after which the GFW re-scans and removes the IP from the blacklist if Tor is no longer running.

§4.2 detection

The authors attracted 934 unique scanner IPs over 44 hours, all geolocated to China, with TTL values clustered at 48–50 and MSS of 1400 (with a secondary cluster at 1368 from IP 111.202.242.93). 908 IPs conducted exactly one scan and 26 conducted two; no IP scanned more than twice, indicating deliberate distribution to resist IP-based blacklisting of scanners.

§4.3 detection

Meek over Azure CDN successfully established Tor circuits from China in all tests; meek over Amazon was inconsistent and often failed mid-circuit. Meek requires TLS on the bridge — without it the GFW blocks the bridge within minutes and purges it from the blacklist, suggesting a separate meek-specific detection and blocklist is maintained.

§5.1 evaluation

Configuring iptables to drop incoming Tor packets whose TCP MSS equals 1400 (the value observed on GFW scanners) prevented bridge IPs from being added to the blocklist across the entire 44-hour experiment. This technique requires changes only on the relay, unlike pluggable transports that require both client and server upgrades.

§5.2 defense

InterSecLab's 76-page analysis of the Geedge/MESA leak (based on nine months of indexing and translating >100,000 documents) characterizes the Tiangou Secure Gateway (TSG) product line as a commercially deployable detection stack that combines deep packet inspection, real-time mobile subscriber monitoring, active probing, ML-based traffic classifiers, and granular per-region rule sets. TSG is not a research prototype — leaked documentation includes deployment timelines and client government interactions for Kazakhstan, Ethiopia, Pakistan, Myanmar, and one unnamed country, with censorship rules explicitly tailored to each region.

2025-interseclab-internet-coup §3–§5 (InterSecLab report) dpiactive-probingml-classifiersni-blockingip-blockingtraffic-shapefully-encrypted-detect

Justice for Myanmar documents that Geedge Networks supplied Myanmar's military junta with GFW-derived surveillance and censorship infrastructure under Belt and Road frameworks following the February 2021 coup. The deployed system (Tiangou Secure Gateway / TSG) incorporates the same DPI, active-probing, and ML-classifier capabilities as the domestic Chinese GFW, giving Myanmar one of the most technically capable censorship systems in Southeast Asia.

2025-jfm-silk-road-surveillance §3, §5 dpisni-blockingip-blockingtraffic-shapeml-classifieractive-probing

TURN servers used by major applications such as Facebook Messenger for media relay are hypothesized to be less likely blocked in censored regions due to collateral damage to legitimate WebRTC traffic. Providers like Cloudflare, Metered Video, and ExpressTURN supply geographically distributed TURN infrastructure that can be used without any special configuration by a censorship evasion system.

2025-vilalonga-extended §1 Introduction & Background dpiactive-probingip-blocking

Traffic splitting across N TURN proxies (1 ≤ N ≤ M) is hypothesized to resist active probing because each TURN server responds to probing requests identically to a regular TURN server, providing no distinguishing signal. Additionally, proxy ephemerality combined with splitting allows on-the-fly migration to new proxies when existing ones are blocked, maintaining connectivity even under partial blocking.

2025-vilalonga-extended §3.3 Censorship Evasion active-probingip-blockingdpi

Residual censorship — where a censor detects an objectionable connection via one method and then blocks all traffic between the same 3-tuple (client IP + server IP + port) or 4-tuple (client IP + port + server IP + port) for a short duration — was documented in China, Iran, and Kazakhstan. This means a single detected circumvention attempt can trigger temporary IP-level blocking of the entire endpoint regardless of protocol.

2023-master-worldwide §4.3 ip-blockingdpiactive-probing

Following the invasion, Psiphon user counts and VPN usage in Russia increased many-fold and correlated with specific censorship events, while multiple access paths to Tor (direct connections, bridges, pluggable transports) were progressively blocked. Despite this surge, circumvention tools reached only a small fraction of all Russian Internet users, indicating that aggressive multi-vector blocking and lack of user awareness left most people unable to access censored resources.

2023-ramesh-network §6 ip-blockingdpiactive-probing