geedge.lantern.io

Defenses

Shadowsocks family

detection medium

An internal design note for a 'Shadowsocks traffic parsing/restoration module' describes decrypting captured Shadowsocks payloads back to the original HTTP request/response, given a known pre-shared key (AES-256-CFB, MD5-derived key, IV embedded in the stream).

cn dpi
evaluation high

An internal MESA Lab research survey, '规避工具探测调研' (Circumvention Tool Probing Survey), compiles academic active-probing techniques against Shadowsocks (Frolov, Beznazwy, Cheng/ACER), OpenVPN (Xue et al., USENIX'22 best paper -- RST-threshold fingerprinting), Tor bridges/pluggable transports (Ensafi, Tschantz, Dunna -- cataloguing the GFW's 5 known probe types: TLS/Tor/obfs2/obfs3/SoftEther), and mimicry proxies (StegoTorus fake-HTTP, CensorSpoofer fake-SIP), stating its purpose is 'to evaluate research value and feasibility of application in real projects' -- i.e. assessing which published GFW-active-probing research is worth operationalizing.

cn active-probing
evaluation high

Internal MESA Lab reading notes dissect the USENIX 2024 paper on fingerprinting obfuscated proxies via encapsulated TLS handshakes, highlighting its protocol-agnostic packet-size-3-gram-plus-Mahalanobis-distance-over-bursts classifier, which the paper's own mid-size-ISP deployment reliably fingerprinted across shadowsocks, vmess, trojan, and vless-family configurations at false-positive rates the notes explicitly say the annotator estimates the GFW would find operationally acceptable (<0.6%). The notes flag the technique's main gaps as: no public source code, sharply reduced true-positive rate under connection multiplexing (10-30% vs. 60-80% unmultiplexed), and no evaluation against UDP/QUIC.

cn tls-fingerprinttraffic-shape
evaluation high

A censorship-circumvention survey presentation (English-language, apparently used for internal briefing/training on evasion techniques within this ecosystem) explicitly lists Lantern by name, alongside Snowflake, as a circumvention tool discoverable by censors via TLS ClientHello fingerprinting, citing NDSS 2019 "The Use of TLS in Censorship Circumvention," and separately catalogs active- probing techniques (port-scan plus protocol-specific probes) used to discover OpenVPN, probe-resistant proxies (obfs4/shadowsocks/OSSH/MTProto), and traditional VPN servers.

tls-fingerprintactive-probing
evaluation high

A June 2024 MESA Lab internal survey ("针对审查系统的科学研究及探测技术调研报告") explicitly states its purpose is to catalog academic/public censorship-measurement and circumvention research (OONI, Augur, Satellite, GFWatch, Citizen Lab, CensorBib, FOCI/IMC/NDSS/CCS/USENIX Security papers) in order to find and patch GFW/censorship-system vulnerabilities before outside researchers exploit them. It systematically covers circumvention protocols/tools (Shadowsocks, VMess, Trojan, decoy routing, Parrot-style mimicry, CovertCast, Slitheen++, ESNI/ECH, uTLS) and notes GFW blocked ESNI (not ECH) since July 2020, plus historical TLS-fingerprint blocking of meek by a Cyberoam firewall (2016).

cngeneric tls-fingerprint
evaluation medium

A MESA Lab student research report catalogs the GFW's known Shadowsocks-detection methodology (passive detection via first-packet length/entropy; active probing triggered after as few as 13 legitimate client connections, typically within seconds of the first legitimate connection) alongside six published ML-based Shadowsocks traffic-classification techniques (a packet-size-image CNN at >98% accuracy, random-forest on flow/host/DNS-behavior features, PCA-Pearson feature selection), compiled as apparent background research for in-house detection work.

cn traffic-shapeml-classifieractive-probing
detection high

TSG's app_proto_identify/app_sketch_local components reference and extend the open-source nDPI project's detectors (specifically openvpn.c) when fixing signatures. "MAAT" is sapp's Redis-backed live-config-sync subsystem, which can enter a bad state requiring an sapp restart to reload policy.

dpi
detection medium

A MESA Lab monthly work report (research group under Fangyu Xing / 方滨兴) states the researcher completed a study of active probing against Shadowsocks and produced an initial reproduction of probe generation targeting historical Shadowsocks server versions, alongside two finished commercial-VPN analysis reports, with further probe-generation work and a connection between state fuzzing and active probing planned as next steps.

cn active-probing
detection medium

Meeting notes from a MESA "VPN基础设施" (VPN infrastructure) project log explicit work sessions on "cloud services & CDN IP range" cataloging, "SS [Shadowsocks] experiments," and "Snowflake, SS organizing" across consecutive weeks in mid-2022, alongside a separately named "网络公害" ("internet nuisance/hazard") project.

generic