Using two CAIDA traces from March 2011, the byte volume of TCP SYN packets across all ports was only 4–7% that of port-443 traffic. Cirripede's registration design inspects only SYN packet headers rather than full HTTPS payloads, reducing the traffic an ISP must process by 14–25× compared to Telex/Decoy routing architectures that must reconstruct all port-443 TCP sessions.

If clients probe the top 1,000 Alexa-ranked sites to discover a deflecting router, a censor would have to block more than 95% of those 1,000 sites to prevent any client from joining Cirripede. Clients aware of failed probes can continue cycling through additional popular sites, further raising the blocking cost.

§6.3, Figure 5c defense

In an emulation testbed with 200 ms effective client-server RTT, Cirripede added no more than a few seconds to time-to-first-byte, attributable primarily to two extra TLS round-trips and the SOCKS request-response. For large file downloads, Cirripede's TCP connection splitting (two lower-RTT hops instead of one high-RTT hop) produced faster total transfer times than the non-Cirripede baseline, confirmed with a control non-Cirripede SOCKS proxy.

§6.2, Figure 3 evaluation

Replaying 94 million TCP SYN packets from 6.4 million unique client IPs at ~41,000 packets/second, the Cirripede registration server (quad-core Xeon E5530, 12 GB RAM) achieved a 97% detection rate — 1,038,689 out of 1,069,318 embedded registrations — with average CPU utilization of 56% (max 73%) and average memory of 1.1 GB (max 1.6 GB). The 3% miss rate was caused entirely by network-layer packet reordering, not server capacity.

§6.1 evaluation

Simulations on the CAIDA AS-level topology (January 2011 snapshot) show that deploying Cirripede deflecting routers at just 1 tier-1 AS enables 97% of Internet clients to use the system, and 2 participating tier-1 ASes achieve 100% client reachability. When clients probe only the Alexa top-30 most popular sites as overt destinations, 2 tier-1 ISPs still yield 100% reachability.

§6.3, Figure 5b deployment

During the June 2025 Iran shutdown, circumvention tool performance diverged sharply by transport design. Psiphon's multi-protocol architecture sustained 1.5 million concurrent users—roughly one-third of its normal Iranian base. Lantern's "proxyless" protocol (domain-fronting via CDN, ~40% of Lantern's Iranian traffic) showed moderate success. Tor usage collapsed during the blackout but bridge connections surged and rebounded quickly after lifting. BeePass (serving 500k+ daily users at shutdown onset) used live A/B testing of port/obfuscation-prefix combinations to probe the censors' blocking parameters in real time. The Ceno Browser's P2P network grew from 600 active peers on June 13 to ~8,000 by July 11, indicating that decentralized fallback paths stayed up even during peak blocking.

2025-iran-shutdown-measurement §Tool Performance dpithrottling

The June 2025 Iran shutdown—carried out during the Iran-Israel war beginning ~June 19—did not use BGP route withdrawals as in 2019. Instead, authorities applied service-level restrictions at the national border: DNS poisoning of foreign destinations, protocol whitelisting permitting only pre-approved domestic services, and DPI to block circumvention-tool traffic. Iran's international traffic fell roughly 90% while the country's BGP routes remained advertised, making the shutdown invisible to BGP-based monitoring systems. OONI measurement volume, which totalled 121,333 in June 2025, collapsed to under 200 submissions on June 19-20.

2025-iran-shutdown-measurement Executive Summary / §2 dpidns-poisoningport-blockingip-blocking

During the June 2025 shutdown, Iranian authorities blocked international One-Time Password (OTP) SMS delivery, preventing new sign-ins to foreign secure-messaging platforms and VPN services. This forced users toward government-approved domestic platforms that lack security and privacy protections. The blockade of OTPs effectively weaponized account-recovery flows as a secondary shutdown layer, disproportionately affecting users who needed to activate new circumvention tools during the crisis.

2025-iran-shutdown-measurement §Human Rights Implications port-blockingdpikeyword-filtering

Input blocking in Chinese LLM services (DeepSeek, Qwen, Kimi, Doubao) is overwhelmingly consistent: all four services persistently block the exact same queries across all 5 measurement samples in both Simplified and Traditional Chinese. Output blocking is far less consistent, with only 29 out of 349 output-blocked queries blocked across all 5 samples. Baidu-Chat is exceptional: it performs almost no input blocking but instead relies heavily on post-search and output blocking (78.6% of blocks are output-phase).

2026-ablove-characterizing §VI-B keyword-filteringdpi

A three-stage detection pipeline exploiting the "dual-role" behavioral fingerprint of single-IP circumvention relays achieved 23.2% recall (96/414 ground-truth relays) with a 0.18% false-positive rate against 97,651 benign TLS servers, for an overall accuracy of 99.5%. The ground-truth set covered OpenVPN, WireGuard, and SOCKS relays identified in a 17 TB single-day backbone trace (WIDE Project, April 9, 2025).

2026-almutairi-server §3.4, Table 1 traffic-shapedpiflow-correlation

The paper identifies a fundamental architectural vulnerability in single-IP circumvention designs: a relay must generate new observable flows (via DNS or TLS SNI) to reach end services after receiving client connections, creating a detectable server-and-client behavioral contrast. A relay accessing user-facing domains (news, social media) scores high on a Relay Suspicion Score (w=0.9) versus infrastructure domains (w=0.1). The paper argues this host-level signal is censorship-invariant and cannot be concealed by link obfuscation.

2026-almutairi-server §2.4, §4 traffic-shapedpisni-blocking