DEFENSES
geneva Application-Layer Geneva
Programmatic packet manipulation derived from genetic search (Geneva).
6 papers on file
- 2023-nourin-measuring Measuring and Evading Turkmenistan's Internet Censorship
- 2022-harrity-get GET /out: Automated Discovery of Application-Layer Censorship Evasion Strategies
- 2020-bock-come Come as You Are: Helping Unmodified Clients Bypass Censorship with Server-side Evasion
- 2020-bock-detecting Detecting and Evading Censorship-in-Depth: A Case Study of Iran's Protocol Filter
- 2020-wang-symtcp SymTCP: Eluding Stateful Deep Packet Inspection with Automated Discrepancy Discovery
- 2019-bock-geneva Geneva: Evolving Censorship Evasion Strategies
53 findings tagged here
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TCP segmentation (splitting a DNS message into 20-byte TCP fragments) successfully circumvented DNS censorship in China for nearly all resolvers that support TCP. In Iran, TCP segmentation was only partially effective due to the censor's ability to reassemble TCP fragments when system load permits—some runs succeeded completely, others failed entirely across all resolvers. The "Last Response" mode (wait 3 seconds for the final UDP reply) was highly effective against China's on-path GFW injector for all resolvers except the fully IP-blocked Cloudflare 1.1.1.1 resolver. In China the technique worked for 40 of 41 tested resolvers.
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FlowPaint evades all three GFW-style rule-based middlebox configurations — stateful TCP keyword reassembler (Censor A), heuristic header filter dropping flows with TCP data offset ≥ 9 (Censor B), and anti-replay validator caching (SEQ, payload_hash) pairs and injecting bidirectional RSTs on replay detection (Censor C). Geneva's duplicate-packet desynchronization strategy fails against Censor C because its malformed artifacts simultaneously satisfy the anti-replay blocking condition, while FlowPaint succeeds by recalculating checksums and injecting no extra packets.
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Two TCP-layer SNI-spoofing techniques briefly circumvented Iran's DPI for approximately four days: (1) sending a fake ClientHello with a TTL too low to reach the server but high enough to pass the censor, and (2) sending a fake ClientHello at a future TCP sequence number that the server would ignore but the stateless DPI would accept. Both were defeated once Iran placed Cloudflare IPs behind a stateful NAT that validated checksums and sequence numbers. Iran's SNI whitelist permitted only specific domains, hcaptcha.com among them.
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China's Great Firewall showed anomalous inconsistency: 13 test vectors produced mixed outcomes—TCP RST injection on some executions and a clean server response on others—with circumvention rates between 10% and 35% across 100 executions per vector. The authors attribute this to heterogeneous GFW infrastructure components applying different HTTP parsing logic, a departure from the GFW's usual consistency.
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Of 4,488 total HTTP Request Smuggling test vectors, 2,015 (44.9%) were accepted by at least one web server. CL*/TE vectors had a 99.0% acceptance rate (1,103/1,114); TE*/CL had 76.0% (859/1,130); CL/TE* had only 4.7% (53/1,130); and TE/CL* had 0%. Nginx 1.25.2 accepted 1,315 vectors while Apache 2.4.57 accepted only 11, reflecting HRS countermeasures added in Apache 2.4.25 and 2.4.52.
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HTTP Request Smuggling—a web-security vulnerability that exploits CL/TE header parsing ambiguities between a front-end (censor) and back-end (web server)—can be systematically repurposed as a censorship circumvention technique. By hiding a censored Host in the body of a benign outer request, the censor parses only the uncensored outer request while the destination server processes both, successfully bypassing HTTP censorship in China (19 vectors), Iran (254 vectors), and Russia (all 2,015 vectors) from the evaluated vantage points.
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Iran's censor contains an implementation bug: when the Content-Length header carries an invalid (non-integer) value and a Transfer-Encoding header is also present, the censor gracefully skips the invalid CL value and attempts to parse subsequent traffic, but fails to correctly interpret the TE header—causing it to pass the smuggled (censored) request. This bug enabled 254 of 2,015 evaluated test vectors to bypass Iranian censorship, all using the CL*/TE or CL/TE* vector types. The Wrapping CL*/TE strategy (for example a Content-Length value followed by \u00FF\x0a and a junk header) was especially effective against this graceful-degradation fault.
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Web security vulnerabilities whose exploitation depends on parser divergence between two co-located systems are structurally isomorphic to censorship circumvention attacks, where the censor acts as the frontend parser and the destination server as the backend. The authors demonstrated this by directly converting all HRS test vectors from prior security research into circumvention probes with no modification, showing that censorship-circumvention techniques can be systematically constructed from existing vulnerability corpora.
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Evasion attacks generated against one firewall-deployment combination do not transfer well to other settings: a deployment-agnostic approach (used by censorship circumvention tools) fails to generate effective attacks across diverse victim stacks and attacker capabilities. Pryde's deployment-aware, modular workflow finds successful attacks across configurations with and without insider threats, and against multiple attacker success criteria (data delivery vs. victim ACK vs. attacker receipt of ACK).
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Pryde generates more than 6,000 successful and unique evasion attacks against 4 popular stateful firewalls, which is 2–3 orders of magnitude higher than censorship circumvention algorithms (e.g., Geneva) and black-box fuzzing. The gap arises because circumvention tools only uncover shallow evasion sequences and cannot systematically explore the full attack-state space.
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DeResistor-generated evasion strategies achieve an overall success rate of up to 98.61% against GFW (across vantage points in Qingdao, Shanghai, and Beijing) for the best strategy, and 100% in both India (Bangalore) and Kazakhstan (Oral) for the top-performing strategy, while standalone Geneva strategies tested in the same environment achieve comparable or slightly lower rates on some censors but are blocked at the IP level before training completes.
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DeResistor's two-objective fitness function (balancing evasion success and detection probability) reduces flow-level detection rates from 96.27% → 45.06% against China's GFW, 99.50% → 34.93% against India, and 99.50% → 49.22% against Kazakhstan over 5 training generations, while in all cases preventing TRW from reaching an IP-block decision that would terminate training.
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Geneva packet-manipulation probing traffic exhibits distinctive features — corrupt data-offset fields, smaller packet sizes, overlapping TCP segments, TTL variance, and non-zero SYN packets — that allow simple ML classifiers (Decision Trees, Random Forests, Logistic Regression, SVM) to detect it with AUC > 0.99. A subsequent TRW-based IP-level detector can then block the source IP with high confidence after inspecting only 2 Geneva probing flows.
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GFW employs layered blocking for high-value targets: DNS poisoning for domains like google.com and wikipedia.org combined with null-routing of their hosting IPs, meaning packet-manipulation tools that operate at the TCP/HTTP layer (e.g., Geneva, DeResistor) cannot generate or test evasion strategies because no response is received to the initial SYN — the blocking occurs below the layer those tools target.
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Interleaving a single normal benign flow (jump size J=1) after each detected probe prevents the TRW likelihood ratio from converging to the IP-block threshold across all 11 simulated censors and all three real-world censors tested; setting J>1 risks triggering a history-aware TRW reset that can paradoxically accelerate IP-level detection.
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Geneva — originally designed to evolve censorship-evasion packet sequences — was repurposed by inverting its fitness function to discover censorship-triggering packet sequences instead. Training against non-responsive IP addresses allows Geneva to attribute all responses to middleboxes, enabling fully automated discovery of triggering strategies without any endpoint cooperation.
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Using Geneva (genetic algorithm censorship evasion), five new evasion strategies were discovered that defeat Turkmenistan's censorship at both transport and application layers across DNS, HTTP, and HTTPS. The strategies exploit Turkmenistan's use of a commercial DPI box ("Golden DPI" by Qurium) and can be applied server-side without requiring changes to censored users' client software.
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The proposed crowdsourced system runs multiple isolated Geneva training pools on a controlled server — one pool per censorship system (initially China and Iran) — and instructs volunteer browsers via JavaScript to send forbidden requests to isolated ports, with no download or software installation required from the user. The server monitors per-strategy success or failure to drive genetic evolution entirely from the server side.
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Browsers cannot independently set the HTTP Host header or TLS SNI field, blocking the standard censorship-trigger methods used in Geneva training. The paper proposes two workarounds: (1) keyword-based HTTP censorship triggers using forbidden strings in URL parameters, limited to censors that employ keyword filtering; and (2) registering domains whose strings contain a censored substring to exploit censor overblocking via overbroad regular expressions (e.g., registering a domain matching torproject.org's regex to also catch mentorproject.org).
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Server-side censorship evasion strategies require zero client-side changes: clients bypass censorship without installing software or even being aware of the evasion, and this approach has been adopted in production tools including Psiphon's packetman. The packet manipulations exploit weaknesses in how censors track or tear down TCP connections, occurring entirely at the server during the three-way handshake.
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All existing automated server-side strategy discovery tools — Geneva, Alembic, and SymTCP — require researcher control of a client during training, even when the discovered strategies are deployed exclusively server-side. This dependency makes it infeasible to train against censors in networks where researchers cannot place a controlled machine.
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Extending Geneva's genetic algorithm to the application layer automatically discovered 77 unique HTTP evasion strategies and 9 DNS evasion strategies against censors in China, India, and Kazakhstan — all requiring only unprivileged usermode modifications with no TCP/IP header access. Against India's Airtel censor, 56 of the 77 strategies succeeded; 29 worked against Kazakhstan; 22 evaded China's keyword-based HTTP censorship and 27 evaded its Host-header censorship.
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China's GFW keyword-based and Host-header HTTP censorship can be simultaneously defeated by a 'sandwich' strategy: a header with a name ≥64 bytes must appear before the Host header, the Host header value must start ≥1,281 bytes from the start of the headers, and the final header must be ≥129 bytes total — and the Host header must not be first or last. A 64+ byte header name alone is sufficient to defeat Host-header censorship because it prevents the GFW from reading further headers.
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India's Airtel HTTP censor fails to reassemble TCP segments: padding any HTTP request to at least 1,449 bytes causes the IP+TCP overhead (52 bytes) to push the total past the Ethernet MTU of 1,500 bytes, forcing segmentation that the censor cannot handle and achieving 100% evasion. Kazakhstan requires the segmentation boundary to fall precisely between the Host header name and value (with two trailing spaces), rather than anywhere in the request.
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A central finding of the paper is that RFC-compliance in the censor creates evasion opportunities: the more faithfully a censor parses HTTP/DNS per the RFC, the more RFC-permitted variants it will pass that servers also accept, yielding more viable evasion strategies. In contrast, India's Airtel censor was the most brittle (56/77 strategies bypassed it) precisely because it failed on many legitimate RFC variants; China's more sophisticated parser left fewer openings.
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DPI blocking by Spanish ISPs (Fortinet/Telefonica) was circumvented by inserting a tab escape character (\t) into HTTP GET request headers, or by delaying HTTP GET transmission — the same techniques reported to have bypassed DPI blocking of Catalan referendum sites in 2017. Both techniques exploited the DPI's shallow, stateless inspection of the opening HTTP request.
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The paper presents 11 purely server-side censorship evasion strategies requiring zero client-side software, successfully bypassing censorship in China, India, Iran, and Kazakhstan across DNS-over-TCP, FTP, HTTP, HTTPS, and SMTP. All strategies manipulate only TCP handshake packets (primarily the SYN+ACK) and were verified against 17 versions of 6 client operating systems (Windows XP–Server 2018, MacOS, iOS, Android, Ubuntu, CentOS) with unmodified clients.
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TCP Window Reduction (Strategy 8)—reducing the SYN+ACK TCP window to 10 bytes and stripping wscale options, forcing the client to segment its request—achieves 100% evasion success against HTTP in India and Kazakhstan, 100% against HTTP and HTTPS in Iran, and 100% against SMTP in China, because none of these censors can reassemble TCP segments. The strategy is compatible with all 17 tested client OS versions when implemented without SYN+ACK payloads, making it the most broadly deployable server-side strategy found.
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Using Geneva's genetic algorithm trained against Iran's live protocol filter, four evasion strategies achieving 100% success were discovered in under two hours: (1) injecting a fingerprint-matching PSH/ACK with a corrupt checksum before the real data; (2) sending two FIN packets before the SYN; (3) sending nine non-data-carrying packets (any flags, any seq/ack) during the handshake to exhaust the filter's per-flow packet limit; (4) a server-side variant that sends nine corrupted SYN+ACKs, inducing nine client RSTs before the real ACK, enabling fully unmodified clients to benefit.
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Existing segmentation strategies effective against Iran's standard HTTP DPI can be counterproductive when the protocol filter is also active: if the first segment is fewer than 8 bytes, it fails the HTTP fingerprint check and trips the filter. However, segmenting such that the first segment is a valid HTTP fingerprint (≥8 bytes, well-formed verb + space) while splitting the Host: header into the second segment defeats both the protocol filter and the standard DPI censor simultaneously.
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Splitting the TLS ClientHello so that the first TCP segment is ≤4 bytes (less than the 5-byte TLS record header) defeats the GFW's ESNI detection with near 100% reliability. Geneva expressed this as `[TCP:flags:PA]-fragment{tcp:4:True}-|` (client-side) or a server-side window-size reduction to 4 bytes that forces the client to segment. This suggests the GFW's ESNI classifier cannot reassemble TCP segments across all protocol contexts.
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Geneva discovered 6 client-side and 4 server-side TCP-layer evasion strategies against GFW ESNI blocking within 48 hours of training, all achieving near 100% reliability. Effective strategies include desynchronization attacks (triple SYN with corrupt sequence number, FIN+SYN flag confusion, TCB turnaround via pre-handshake SYN+ACK) and TCB teardown via corrupted-checksum RST injection. All strategies operate at the TCP layer and require no changes to the application sending ESNI.
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The GFW's dominant exploitable discrepancy is accepting data packets whose TCP sequence number is ≤ the initial sequence number (ISN), while Linux rejects such packets as out-of-window. This single 'SEQ ≤ ISN' strategy accounts for the majority of the 3,152 successful evasion-packet cases against the GFW out of 4,587 total successful evasions.
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SymTCP uses selective symbolic execution over Linux's TCP implementation (S2E + KLEE) to enumerate all packet sequences reaching 47 binary-level accept or drop points from LISTEN to ESTABLISHED, then conducts differential testing against a blackbox DPI to confirm discrepancies; the open-sourced system requires no DPI source access and covers 37 of 47 drop points within the operationally relevant handshake window.
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SymTCP generated 56,787 candidate insertion/evasion packets in approximately one hour using concolic execution over Linux's TCP stack. Evaluating a sampled set of 10,000 test cases against real DPI systems yielded 6,082 evasions against Zeek, 652 against Snort, and 4,587 against the Great Firewall of China — discovering 14 novel evasion strategies beyond those found by prior manual approaches.
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Evasion strategies are strongly censor-specific: TCB Teardown strategies that achieve 80–96% against the GFW fail completely (0%) against Kazakhstan's HTTPS MITM; India's Airtel is defeated uniquely by a 'Stutter Request' (duplicating the PSH/ACK and replacing IP length to 64) at 100% success, which scores only 3% against the GFW. Geneva converged on distinct species for each censor within 4–8 hours of live training.
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Geneva, a genetic algorithm using four packet-manipulation primitives (drop, tamper, duplicate, fragment), independently re-derived 30 of 36 (83.3%) previously published evasion strategies in controlled lab experiments and discovered successful strategies in 23 of 27 live training sessions against China's GFW, yielding 4 unique species, 8 subspecies (5 novel), and 21 fundamentally different variants. Each training session ran for 4–8 hours against a real censor.
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Geneva experiments revealed that the GFW determines TCP three-way handshake completion using only the presence of the ACK flag — without validating sequence numbers. Upon receiving a RST or RST/ACK before the handshake completes, the GFW enters a resynchronization state approximately 50% of the time rather than tearing down its TCB; strategies that exploit this pre-handshake window achieve 92–95% success rates (Strategies 3 and 4).
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The GFW does not verify TCP checksums or validate RST flag combinations: Strategy 5 using the entirely invalid flag set FRAPUN with TTL 10 achieved 96% success. Separately, increasing the TCP data offset (dataofs) field to 10 in an insertion duplicate causes the GFW to reinterpret the beginning of the HTTP payload as TCP header bytes, preventing keyword detection and achieving 98% success (Strategy 2) — while the destination server discards the malformed packet.
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Geneva's Segmentation species — fragmenting HTTP requests at the TCP layer without IP fragmentation, segment overlapping, or insertion packets — achieved 94–98% success against the GFW, 100% against India's Airtel ISP, and 100% against Kazakhstan's HTTPS MITM, making it the only strategy class effective across all three tested censors. These strategies require neither raw sockets nor root privilege.
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Tested across 11 vantage points in 9 Chinese cities against 77 Alexa-ranked websites (50 trials each, April–May 2017), most prior TCB evasion strategies are largely broken: TCB creation with SYN achieves only 6.9% success (88.9% Failure 2), TCB teardown with FIN achieves only 11.1% success (87.9% Failure 2), while in-order data overlapping with TTL-based insertion still achieves 90.6% success and only 3.7% Failure 2. Without any evasion strategy the baseline success rate is 2.8%.
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INTANG, a measurement-driven tool that caches the best-performing TCP evasion strategy per server IP, achieves an average success rate of 98.3% (range 93.7%–100%) from vantage points inside China. Four combined new strategies — Improved TCB Teardown, Improved In-order Data Overlapping, TCB Creation + Resync/Desync, and TCB Teardown + TCB Reversal — each independently achieve average success rates of 94.5%–96.2% inside China and 84.6%–92.7% outside China, with Failure 2 rates below 1.1%.
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Packets carrying an unsolicited TCP MD5 option header (RFC 2385) are silently ignored by modern Linux servers (kernel ≥ 2.6) that have not negotiated MD5 authentication, yet are accepted and processed by the GFW as normal packets that update its TCB. Crucially, none of the observed middleboxes dropped packets with MD5 options, making the MD5 header the most universally applicable insertion packet type — usable with any TCP flag (SYN, RST, or data) and immune to middlebox filtering.
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Client-side middleboxes at every tested vantage point interfere with IP-layer evasion tactics: Aliyun (6/11 nodes) discards all IP fragments, while the Tianjin China Unicom node drops packets with wrong TCP checksums or no TCP flag. IP-layer discrepancies that survive routers (e.g., IP total-length > actual length) are still dropped by some middleboxes, making IP-layer manipulations unreliable across Chinese ISPs. TCP-layer manipulations are significantly more consistent across paths.
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GFW reassembles both IP fragments and TCP segments for HTTP connections, but its overlap-resolution policy diverges from receiver behavior in documented cases: it prefers the original IP fragment in all overlap configurations except when the challenger is simultaneously left-long and right-long (IP2), and prefers a later left-equal TCP segment over the original (TCP5). The paper tests all 18 possible fragment overlap cases and confirms that placing a banned keyword only in the fragment version GFW discards achieves evasion.
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GFW maintains TCP connection state for up to ≈10 hours and tolerates up to ≈1 GB of client-to-server data, but drastically reduces these limits when a sequence hole exists: it abandons state after buffering only 1 KB above the hole (TCP9) and times out holed connections in 60–90 minutes rather than ≈10 hours (TCP10). These thresholds were confirmed over repeated measurements and represent the maxima tested, not precise censor-configured limits.
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GFW instantiates a TCB upon observing a bare SYN before any SYN-ACK (TCP1), enabling a split-connection evasion: a client sends a low-TTL SYN visible to GFW but not the server, then opens the real connection on the same 5-tuple with a different initial sequence number. GFW tracks the phantom TCB and fails to detect banned keywords on the real, desynchronized connection. This same behavior also renders GFW vulnerable to SYN-flooding-style memory exhaustion.
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A TTL-limited bare FIN packet (without ACK) is sufficient to induce GFW to tear down its connection state for a live TCP session (TCP6b), because GFW accepts FIN packets that violate RFC 793's requirement for the ACK flag. After induced state teardown, subsequent packets carrying banned keywords on the same connection produce no RST, confirming the monitor has lost track of the flow.
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The paper proves that any network IDS operating without maintaining complete, OS-specific per-connection state cannot reliably reconstruct the byte stream seen by the end-system. TCP and IP reassembly ambiguities guarantee unavoidable blind spots unless the IDS performs full per-target OS emulation—a fundamental architectural limitation, not an implementation bug, that applies equally to any DPI-based censor.
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IP-level fragment overlap attacks operate independently of TCP: crafting overlapping IP fragments whose reassembly by the IDS yields benign content while the end-system's reassembly yields the true payload. The paper demonstrates this is a separate attack surface from TCP-level evasion, exploitable below the transport layer before any TCP stream reconstruction begins.
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Different operating systems apply different precedence rules when TCP segments overlap—some implementations use 'first data wins,' others 'last data wins.' An IDS applying a single universal reassembly policy will systematically diverge from the actual target end-system whenever overlapping segments appear, creating a predictable and repeatable evasion surface that is an inherent consequence of policy misalignment rather than a configuration flaw.
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An 'evasion' attack exploits the mirror condition: the IDS drops a TCP segment that the end-system accepts, due to differences in overlap-resolution policy. The IDS reconstructs 'ATTCK' while the end-system sees 'ATTACK'; the missing segment carries the content that would trigger the signature, leaving the censor with an incomplete—and non-matching—view of the stream.
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An 'insertion' attack sends TCP segments with forged TTL values low enough to expire at the IDS/censor but not at the true destination. The IDS incorporates the spurious segment into its reconstructed stream—seeing 'ATXTACK'—while the end-system assembles the intended byte stream 'ATTACK,' causing signature-based content matching to fail without disrupting delivery.