nightly: refresh public-CVE cut (automated; release-cert passing)
Browse files- README.md +17 -7
- __pycache__/predict.cpython-313.pyc +0 -0
- model.joblib +2 -2
README.md
CHANGED
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@@ -45,10 +45,10 @@ trained on `public-cve-replication` primitives only).
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- Decision threshold 0.5 (calibrated). Inference is **scoreability-gated**: a record with no network
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signal (e.g. an economic/DeFi bundle) returns `scoreable=False` with no verdict.
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## Training data —
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**This is the public-CVE cut** (`public-cve-replication` only):
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bundles (`pcap + responses + manifest`),
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exercises the **same methods / wire messages** the attacks abuse, at normal scale — so the model
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separates attack-*use* from benign-*use*, not message type. Every attack reproduces an external public
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disclosure with a `provenance.public_source` URL. (0 `original` primitives — NullRabbit's own
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@@ -59,6 +59,7 @@ above is literal.)
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| primitive | chain · layer | public source | source_class |
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|---|---|---|---|
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| `bitcoin_dup_input_crash` | Bitcoin · p2p | [CVE-2018-17144](https://bitcoincore.org/en/2018/09/20/notice/) | public-cve-replication |
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| `btc_addr_overflow_flood` | Bitcoin / Dogecoin / Litecoin · p2p | [CVE-2024-52919](https://bitcoincore.org/en/2025/04/28/disclose-cve-2024-52919/) | public-cve-replication |
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| `btc_alert_flood` | Bitcoin · p2p | [CVE-2016-10724](https://nvd.nist.gov/vuln/detail/CVE-2016-10724) | public-cve-replication |
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| `btc_blocktxn_double_fillblock` | Bitcoin · p2p | [CVE-2024-35202](https://bitcoincore.org/en/2024/10/08/disclose-blocktxn-crash/) | public-cve-replication |
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@@ -85,6 +86,7 @@ above is literal.)
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| `tx_malleability_txid_mutate` | Bitcoin · p2p | [public disclosure](https://github.com/slowmist/Cryptocurrency-Security-Audit-Guide/blob/main/Blockchain-Common-Vulnerability-List.md) | public-cve-replication |
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| 86 |
| `cometbft_bitarray_mismatch` | Cosmos · cometbft-p2p-secretconn | [GHSA-hrhf-2vcr-ghch](https://github.com/cometbft/cometbft/security/advisories/GHSA-hrhf-2vcr-ghch) | public-cve-replication |
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| `cometbft_blockpart_mismatch` | Cosmos · cometbft-p2p-secretconn | [GHSA-r3r4-g7hq-pq4f](https://github.com/advisories/GHSA-r3r4-g7hq-pq4f) | public-cve-replication |
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| `cometbft_blocksync_malicious_peer` | Cosmos · cometbft-p2p-secretconn | [GHSA-hg58-rf2h-6rr7](https://github.com/cometbft/cometbft/security/advisories/GHSA-hg58-rf2h-6rr7) | public-cve-replication |
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| `cometbft_mempool_dup_tx_leak` | Cosmos · cometbft-p2p-secretconn | [CVE-2023-34451](https://github.com/cometbft/cometbft/security/advisories/GHSA-w24w-wp77-qffm) | public-cve-replication |
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| `cometbft_voteext_panic` | Cosmos · cometbft-p2p-secretconn | [GHSA-p7mv-53f2-4cwj](https://github.com/cometbft/cometbft/security/advisories/GHSA-p7mv-53f2-4cwj) | public-cve-replication |
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@@ -97,10 +99,12 @@ above is literal.)
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| `geth_blob_kzg_dos` | Ethereum · devp2p-rlpx | [CVE-2026-22868](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-mq3p-rrmp-79jg) | public-cve-replication |
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| `geth_devp2p_ping_flood` | Ethereum · devp2p-rlpx | [CVE-2023-40591](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-ppjg-v974-84cm) | public-cve-replication |
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| `geth_eth_receipt_flood` | Ethereum · devp2p-rlpx | [EL-2024-20](https://reports.immunefi.com/ethereum-protocol-or-attackathon/37466-bc-medium-evil-client-oom-crash-fast-p2p-crash) | public-cve-replication |
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| `geth_getblockheaders_count_zero` | Ethereum · devp2p-rlpx | [CVE-2024-32972](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-4xc9-8hmq-j652) | public-cve-replication |
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| `geth_graphql_aliased_logs_dos` | Ethereum · ethereum-http-graphql | [CVE-2023-42319](https://github.com/advisories/GHSA-v9jh-j8px-98vq) | public-cve-replication |
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| `geth_les_getproofsv2_dos` | Ethereum · devp2p-rlpx | [CVE-2020-26264](https://nvd.nist.gov/vuln/detail/CVE-2020-26264) | public-cve-replication |
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| `geth_les_skip_negative` | Ethereum · devp2p-rlpx | [CVE-2018-12018](https://peckshield.medium.com/epod-ethereum-packet-of-death-cve-2018-12018-fc9ee944843e) | public-cve-replication |
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| `geth_rlpx_auth_flood` | Ethereum · devp2p-rlpx | [EL-2026-06](https://notes.ethereum.org/gDWKW5RtSym02t2aGYkmSQ) | public-cve-replication |
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| `geth_rpc_unlocked_wallet_drain` | Ethereum · ethereum-http-rpc | [public disclosure](https://github.com/slowmist/Cryptocurrency-Security-Audit-Guide/blob/main/Blockchain-Common-Vulnerability-List.md) | public-cve-replication |
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| `geth_snap_trienode_dos` | Ethereum · devp2p-rlpx | [CVE-2021-41173](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-59hh-656j-3p7v) | public-cve-replication |
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@@ -110,23 +114,29 @@ above is literal.)
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| `monero_levin_array_memcorrupt` | Monero · levin-p2p | [CVE-2018-3972](https://www.talosintelligence.com/vulnerability_reports/TALOS-2018-0637) | public-cve-replication |
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| `monero_portable_storage_oom` | Monero · levin-p2p | [PR#7190](https://github.com/monero-project/monero/pull/7190) | public-cve-replication |
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| `monero_rpc_conn_exhaustion` | Monero · http-rpc | [CVE-2025-26819](https://nvd.nist.gov/vuln/detail/CVE-2025-26819) | public-cve-replication |
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| `sol_tpu_quic_handshake_flood` | Solana · tpu-quic | [ND-FD04-LO-01](https://neodyme.io/reports/Firedancer-v0.4.pdf) | public-cve-replication |
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| `sol_tpu_quic_initial_cpu` | Solana · tpu-quic | [ND-FD1-MD-02](https://neodyme.io/reports/Firedancer.pdf) | public-cve-replication |
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| `sol_tpu_quic_slowloris` | Solana · tpu-quic | [ND-FD04-IN-02](https://neodyme.io/reports/Firedancer-v0.4.pdf) | public-cve-replication |
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| `sui_disassemble_panic` | Sui · json-rpc | [CertiK Skyfall](https://medium.com/certik-skyfall/blockchain-rpc-vulnerabilities-why-memory-safe-blockchain-rpc-nodes-are-not-panic-free-9fbb990115e0) | public-cve-replication |
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| `sui_move_recursion` | Sui · json-rpc | [CVE-2023-36184](https://nvd.nist.gov/vuln/detail/CVE-2023-36184) | public-cve-replication |
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| `sui_verifier_hamsterwheel` | Sui · json-rpc | [CertiK Skyfall HamsterWheel](https://medium.com/certik-skyfall/the-hamsterwheel-an-in-depth-exploration-of-a-novel-attack-vector-on-the-sui-blockchain-522f80623bc7) | public-cve-replication |
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| `zcash_zebra_addr_vector_preallocation_amplification` | Zcash · zcash-p2p-addr-addrv1-vec | [CVE-2026-40881](https://github.com/advisories/GHSA-xr93-pcq3-pxf8) | public-cve-replication |
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| `zcash_zebra_coinbase_script_preallocation_amplification` | Zcash · zcash-p2p-tx-coinbase-input-script | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
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| `zcash_zebra_equihash_solution_preallocation_amplification` | Zcash · zcash-p2p-headers-block-solution | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
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| `zcash_zebra_headers_message_preallocation_amplification` | Zcash · zcash-p2p-headers-countedheader-vec | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
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| `gossipsub_ihave_iwant_flood` | libp2p · libp2p-gossipsub | [CVE-2026-49866](https://nvd.nist.gov/vuln/detail/CVE-2026-49866) | public-cve-replication |
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| `gossipsub_prune_backoff_overflow` | libp2p · libp2p-gossipsub | [CVE-2026-34219](https://github.com/libp2p/rust-libp2p/security/advisories/GHSA-xqmp-fxgv-xvq5) | public-cve-replication |
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| `gossipsub_subscribe_flood` | libp2p · libp2p-gossipsub | [CVE-2026-46679](https://github.com/advisories/GHSA-4f8r-922h-2vgv) | public-cve-replication |
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| `libp2p_signed_peer_record_flood` | libp2p · libp2p-gossipsub | [CVE-2023-40583](https://github.com/advisories/GHSA-gcq9-qqwx-rgj3) | public-cve-replication |
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| `libp2p_stream_exhaustion` | libp2p · libp2p-gossipsub | [CVE-2022-23492](https://github.com/advisories/GHSA-j7qp-mfxf-8xjw) | public-cve-replication |
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Distribution: **
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across 10 chains** (Bitcoin, Cosmos, Dogecoin, Ethereum, libp2p, Litecoin, Monero, Solana, Sui, Zcash) — plus **579** benign. This published cut contains
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**no `original` bundles**; the `original` RPC-measurement primitives live in the full internal corpus
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and ship only if the operator explicitly opts in, always under their honest label.
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Diagnostic ML checks (the corpus of faithfully-modelled public attacks is the deliverable; these are
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secondary). Reproduced by `scripts/known_class_loco_eval.py` + `scripts/corpus_quality.py`.
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- **Within-corpus held-out — binary attack-vs-benign ROC-AUC, GroupKFold by primitive: 0.
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- **Leave-one-chain-out — binary ROC-AUC (HARD zero-shot transfer, *not* a deployment metric):** Dogecoin 1.000 /
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- **Leave-one-attack-primitive-out within Bitcoin (leak-clean disjoint-benign):** all Bitcoin primitives ≥ 0.
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## Intended uses
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- Decision threshold 0.5 (calibrated). Inference is **scoreability-gated**: a record with no network
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signal (e.g. an economic/DeFi bundle) returns `scoreable=False` with no verdict.
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## Training data — 77 public-CVE attack primitives, 10 chains, 1751 bundles
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**This is the public-CVE cut** (`public-cve-replication` only): 1172 attack + 579 benign
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bundles (`pcap + responses + manifest`), 83 chain×primitive instances. Benign traffic
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exercises the **same methods / wire messages** the attacks abuse, at normal scale — so the model
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separates attack-*use* from benign-*use*, not message type. Every attack reproduces an external public
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disclosure with a `provenance.public_source` URL. (0 `original` primitives — NullRabbit's own
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| primitive | chain · layer | public source | source_class |
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|---|---|---|---|
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| `bitcoin_dup_input_crash` | Bitcoin · p2p | [CVE-2018-17144](https://bitcoincore.org/en/2018/09/20/notice/) | public-cve-replication |
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| `bitcoin_tx_relay_jamming` | Bitcoin · p2p | [CVE-2024-55563](https://nvd.nist.gov/vuln/detail/CVE-2024-55563) | public-cve-replication |
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| `btc_addr_overflow_flood` | Bitcoin / Dogecoin / Litecoin · p2p | [CVE-2024-52919](https://bitcoincore.org/en/2025/04/28/disclose-cve-2024-52919/) | public-cve-replication |
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| `btc_alert_flood` | Bitcoin · p2p | [CVE-2016-10724](https://nvd.nist.gov/vuln/detail/CVE-2016-10724) | public-cve-replication |
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| `btc_blocktxn_double_fillblock` | Bitcoin · p2p | [CVE-2024-35202](https://bitcoincore.org/en/2024/10/08/disclose-blocktxn-crash/) | public-cve-replication |
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| `tx_malleability_txid_mutate` | Bitcoin · p2p | [public disclosure](https://github.com/slowmist/Cryptocurrency-Security-Audit-Guide/blob/main/Blockchain-Common-Vulnerability-List.md) | public-cve-replication |
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| `cometbft_bitarray_mismatch` | Cosmos · cometbft-p2p-secretconn | [GHSA-hrhf-2vcr-ghch](https://github.com/cometbft/cometbft/security/advisories/GHSA-hrhf-2vcr-ghch) | public-cve-replication |
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| `cometbft_blockpart_mismatch` | Cosmos · cometbft-p2p-secretconn | [GHSA-r3r4-g7hq-pq4f](https://github.com/advisories/GHSA-r3r4-g7hq-pq4f) | public-cve-replication |
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| `cometbft_blocksync_height_decrease_stuck` | Cosmos · cometbft-blocksync-reactor | [CVE-2025-24371](CVE-2025-24371) | public-cve-replication |
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| `cometbft_blocksync_malicious_peer` | Cosmos · cometbft-p2p-secretconn | [GHSA-hg58-rf2h-6rr7](https://github.com/cometbft/cometbft/security/advisories/GHSA-hg58-rf2h-6rr7) | public-cve-replication |
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| `cometbft_mempool_dup_tx_leak` | Cosmos · cometbft-p2p-secretconn | [CVE-2023-34451](https://github.com/cometbft/cometbft/security/advisories/GHSA-w24w-wp77-qffm) | public-cve-replication |
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| `cometbft_voteext_panic` | Cosmos · cometbft-p2p-secretconn | [GHSA-p7mv-53f2-4cwj](https://github.com/cometbft/cometbft/security/advisories/GHSA-p7mv-53f2-4cwj) | public-cve-replication |
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| `geth_blob_kzg_dos` | Ethereum · devp2p-rlpx | [CVE-2026-22868](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-mq3p-rrmp-79jg) | public-cve-replication |
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| `geth_devp2p_ping_flood` | Ethereum · devp2p-rlpx | [CVE-2023-40591](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-ppjg-v974-84cm) | public-cve-replication |
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| `geth_eth_receipt_flood` | Ethereum · devp2p-rlpx | [EL-2024-20](https://reports.immunefi.com/ethereum-protocol-or-attackathon/37466-bc-medium-evil-client-oom-crash-fast-p2p-crash) | public-cve-replication |
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| `geth_ethash_memory_exhaustion_dos` | Ethereum · ethereum-eth-devp2p | [CVE-2021-42219](CVE-2021-42219 — https://nvd.nist.gov/vuln/detail/CVE-2021-42219 (MITRE: https://cve.mitre.org/cgi-bin/cvename.cgi?name=CVE-2021-42219). go-ethereum v1.10.9 remote DoS: an excessive amount of block/header messages to a node drives repeated ethash cache generation in consensus/ethash/algorithm.go -> memory exhaustion. CVSS 3.1 7.5 (AV:N/AC:L/PR:N/UI:N/S:U/C:N/I:N/A:H). No vendor GHSA (third-party exploit-doc ref).) | public-cve-replication |
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| `geth_getblockheaders_count_zero` | Ethereum · devp2p-rlpx | [CVE-2024-32972](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-4xc9-8hmq-j652) | public-cve-replication |
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| `geth_graphql_aliased_logs_dos` | Ethereum · ethereum-http-graphql | [CVE-2023-42319](https://github.com/advisories/GHSA-v9jh-j8px-98vq) | public-cve-replication |
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| `geth_les_getproofsv2_dos` | Ethereum · devp2p-rlpx | [CVE-2020-26264](https://nvd.nist.gov/vuln/detail/CVE-2020-26264) | public-cve-replication |
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| `geth_les_skip_negative` | Ethereum · devp2p-rlpx | [CVE-2018-12018](https://peckshield.medium.com/epod-ethereum-packet-of-death-cve-2018-12018-fc9ee944843e) | public-cve-replication |
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| `geth_mempool_spend_all_flood` | Ethereum · devp2p-eth-transactions | [CVE-2022-23328](https://nvd.nist.gov/vuln/detail/CVE-2022-23328) | public-cve-replication |
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| `geth_rlpx_auth_flood` | Ethereum · devp2p-rlpx | [EL-2026-06](https://notes.ethereum.org/gDWKW5RtSym02t2aGYkmSQ) | public-cve-replication |
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| `geth_rpc_unlocked_wallet_drain` | Ethereum · ethereum-http-rpc | [public disclosure](https://github.com/slowmist/Cryptocurrency-Security-Audit-Guide/blob/main/Blockchain-Common-Vulnerability-List.md) | public-cve-replication |
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| `geth_snap_trienode_dos` | Ethereum · devp2p-rlpx | [CVE-2021-41173](https://github.com/ethereum/go-ethereum/security/advisories/GHSA-59hh-656j-3p7v) | public-cve-replication |
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| `monero_levin_array_memcorrupt` | Monero · levin-p2p | [CVE-2018-3972](https://www.talosintelligence.com/vulnerability_reports/TALOS-2018-0637) | public-cve-replication |
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| `monero_portable_storage_oom` | Monero · levin-p2p | [PR#7190](https://github.com/monero-project/monero/pull/7190) | public-cve-replication |
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| `monero_rpc_conn_exhaustion` | Monero · http-rpc | [CVE-2025-26819](https://nvd.nist.gov/vuln/detail/CVE-2025-26819) | public-cve-replication |
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| `firedancer_metrics_flood_crash` | Solana · prometheus-metrics-http | [public disclosure](https://github.com/firedancer-io/firedancer/releases/tag/v0.106.11814 — Firedancer v0.106.11814 (Testnet) Bug Fixes: "Fixed an issue where a connection flood to the metrics server could crash the validator." Firedancer's fd_metrics tile serves Prometheus-compatible metrics over HTTP (default 127.0.0.1:7999/metrics; listen address operator-configurable / internet-exposable per the Firedancer bug-bounty guidance). A remote inbound TCP connection flood to the metrics port could crash the whole validator prior to this fix.) | public-cve-replication |
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| `sol_tpu_quic_handshake_flood` | Solana · tpu-quic | [ND-FD04-LO-01](https://neodyme.io/reports/Firedancer-v0.4.pdf) | public-cve-replication |
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| `sol_tpu_quic_initial_cpu` | Solana · tpu-quic | [ND-FD1-MD-02](https://neodyme.io/reports/Firedancer.pdf) | public-cve-replication |
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| `sol_tpu_quic_slowloris` | Solana · tpu-quic | [ND-FD04-IN-02](https://neodyme.io/reports/Firedancer-v0.4.pdf) | public-cve-replication |
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| `solana_repair_protocol_dos` | Solana · solana-serve-repair | [public disclosure](https://github.com/solana-labs/solana/releases/tag/v1.1.16 — release note "Avoid possible repair orphan DoS"; fix PR https://github.com/solana-labs/solana/pull/10290 ("Fix run_orphan DOS", merged 2020-05-28), core/src/serve_repair.rs.) | public-cve-replication |
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| `sui_disassemble_panic` | Sui · json-rpc | [CertiK Skyfall](https://medium.com/certik-skyfall/blockchain-rpc-vulnerabilities-why-memory-safe-blockchain-rpc-nodes-are-not-panic-free-9fbb990115e0) | public-cve-replication |
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| `sui_move_recursion` | Sui · json-rpc | [CVE-2023-36184](https://nvd.nist.gov/vuln/detail/CVE-2023-36184) | public-cve-replication |
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| `sui_verifier_hamsterwheel` | Sui · json-rpc | [CertiK Skyfall HamsterWheel](https://medium.com/certik-skyfall/the-hamsterwheel-an-in-depth-exploration-of-a-novel-attack-vector-on-the-sui-blockchain-522f80623bc7) | public-cve-replication |
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| `zcash_sapling_woodchip_tx_flood` | Zcash · zcash-p2p-tx-relay-flood | [CVE-2019-11636](https://nvd.nist.gov/vuln/detail/CVE-2019-11636) | public-cve-replication |
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| `zcash_zebra_addr_vector_preallocation_amplification` | Zcash · zcash-p2p-addr-addrv1-vec | [CVE-2026-40881](https://github.com/advisories/GHSA-xr93-pcq3-pxf8) | public-cve-replication |
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| `zcash_zebra_coinbase_script_preallocation_amplification` | Zcash · zcash-p2p-tx-coinbase-input-script | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
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| 128 |
| `zcash_zebra_equihash_solution_preallocation_amplification` | Zcash · zcash-p2p-headers-block-solution | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
|
| 129 |
| `zcash_zebra_headers_message_preallocation_amplification` | Zcash · zcash-p2p-headers-countedheader-vec | [CVE-2026-44500](https://nvd.nist.gov/vuln/detail/CVE-2026-44500) | public-cve-replication |
|
| 130 |
+
| `zebra_block_discovery_dos` | Zcash · zcash-p2p-block-discovery | [CVE-2026-44499](CVE-2026-44499 / GHSA-h9hm-m2xj-4rq9 — https://github.com/ZcashFoundation/zebra/security/advisories/GHSA-h9hm-m2xj-4rq9 (also https://nvd.nist.gov/vuln/detail/CVE-2026-44499). Permanent Block Discovery Halt in Zebra via Gossip Queue Saturation and Syncer Poisoning.) | public-cve-replication |
|
| 131 |
+
| `zebra_rpc_premature_disconnect_crash` | Zcash · zcash-jsonrpc-http | [CVE-2026-41585](CVE-2026-41585 / GHSA-29x4-r6jv-ff4w https://github.com/ZcashFoundation/zebra/security/advisories/GHSA-29x4-r6jv-ff4w (Zebra JSON-RPC HTTP middleware: DoS via interrupted/truncated request body from an authenticated client)) | public-cve-replication |
|
| 132 |
+
| `zebra_sync_restart_poisoning` | Zcash · zcash-p2p-inv+block-sync-poison | [CVE-2026-52737](CVE-2026-52737 / GHSA-gvjc-3w7c-92jx — https://github.com/ZcashFoundation/zebra/security/advisories/GHSA-gvjc-3w7c-92jx) | public-cve-replication |
|
| 133 |
| `gossipsub_ihave_iwant_flood` | libp2p · libp2p-gossipsub | [CVE-2026-49866](https://nvd.nist.gov/vuln/detail/CVE-2026-49866) | public-cve-replication |
|
| 134 |
| `gossipsub_prune_backoff_overflow` | libp2p · libp2p-gossipsub | [CVE-2026-34219](https://github.com/libp2p/rust-libp2p/security/advisories/GHSA-xqmp-fxgv-xvq5) | public-cve-replication |
|
| 135 |
| `gossipsub_subscribe_flood` | libp2p · libp2p-gossipsub | [CVE-2026-46679](https://github.com/advisories/GHSA-4f8r-922h-2vgv) | public-cve-replication |
|
| 136 |
| `libp2p_signed_peer_record_flood` | libp2p · libp2p-gossipsub | [CVE-2023-40583](https://github.com/advisories/GHSA-gcq9-qqwx-rgj3) | public-cve-replication |
|
| 137 |
| `libp2p_stream_exhaustion` | libp2p · libp2p-gossipsub | [CVE-2022-23492](https://github.com/advisories/GHSA-j7qp-mfxf-8xjw) | public-cve-replication |
|
| 138 |
|
| 139 |
+
Distribution: **1172** `public-cve-replication` attack bundles — **77 distinct primitives
|
| 140 |
across 10 chains** (Bitcoin, Cosmos, Dogecoin, Ethereum, libp2p, Litecoin, Monero, Solana, Sui, Zcash) — plus **579** benign. This published cut contains
|
| 141 |
**no `original` bundles**; the `original` RPC-measurement primitives live in the full internal corpus
|
| 142 |
and ship only if the operator explicitly opts in, always under their honest label.
|
|
|
|
| 155 |
Diagnostic ML checks (the corpus of faithfully-modelled public attacks is the deliverable; these are
|
| 156 |
secondary). Reproduced by `scripts/known_class_loco_eval.py` + `scripts/corpus_quality.py`.
|
| 157 |
|
| 158 |
+
- **Within-corpus held-out — binary attack-vs-benign ROC-AUC, GroupKFold by primitive: 0.9674.** `corpus_sha256 known-class-v10-publiccve`.
|
| 159 |
+
- **Leave-one-chain-out — binary ROC-AUC (HARD zero-shot transfer, *not* a deployment metric):** Dogecoin 1.000 / Sui 1.000 / Litecoin 0.997 / Ethereum 0.978 / Cosmos 0.968 / Bitcoin 0.918 / Solana 0.829 / libp2p 0.799 / Monero 0.797 / Zcash 0.765. Chains with few public-CVE primitives have the fewest cross-chain near-neighbours; the companion [`nr-bundles-public`](https://huggingface.co/datasets/NullRabbit/nr-bundles-public) dataset card reports the *stricter* held-out-chain 7-class family macro-F1 (0.17 Sui / 0.35 Solana vs ~0.14 floor). Reported honestly, not a deployment claim.
|
| 160 |
+
- **Leave-one-attack-primitive-out within Bitcoin (leak-clean disjoint-benign):** all Bitcoin primitives ≥ 0.998. Detection is on traffic *shape*, not deep wire-semantics.
|
| 161 |
|
| 162 |
## Intended uses
|
| 163 |
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__pycache__/predict.cpython-313.pyc
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