Pith Number

pith:Q2L6KKNI

pith:2020:Q2L6KKNI2QIUW3YNHDSXBHIC3J

not attested not anchored not stored refs pending

Evaluating and Improving Adversarial Robustness of Machine Learning-Based Network Intrusion Detectors

Dongqi Han, Jiahai Yang, Shuqiang Lu, Wenqi Chen, Xia Yin, Xingang Shi, Ying Zhong, Zhiliang Wang

arxiv:2005.07519 v4 · 2020-05-15 · cs.CR · cs.LG · cs.NI

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\usepackage{pith}
\pithnumber{Q2L6KKNI2QIUW3YNHDSXBHIC3J}

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Record completeness

1 Bitcoin timestamp

2 Internet Archive

3 Author claim open · sign in to claim

4 Citations open

5 Replications open

✓ Portable graph bundle live · download bundle · merged state

The bundle contains the canonical record plus signed events. A mirror can host it anywhere and recompute the same current state with the deterministic merge algorithm.

Cited by

1 paper in Pith

Detecting Adversarial Evasion Attacks Against Autoencoder-Based Network Intrusion Detection Systems

Receipt and verification

First computed	2026-07-05T02:46:58.815596Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8697e529a8d4114b6f0d38e5709d02da5097f7033c77d6fbefd1e22100c983af

Aliases

arxiv: 2005.07519 · arxiv_version: 2005.07519v4 · doi: 10.48550/arxiv.2005.07519 · pith_short_12: Q2L6KKNI2QIU · pith_short_16: Q2L6KKNI2QIUW3YN · pith_short_8: Q2L6KKNI

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/Q2L6KKNI2QIUW3YNHDSXBHIC3J \
  | jq -c '.canonical_record' \
  | python3 -c "import sys,json,hashlib; b=json.dumps(json.loads(sys.stdin.read()), sort_keys=True, separators=(',',':'), ensure_ascii=False).encode(); print(hashlib.sha256(b).hexdigest())"
# expect: 8697e529a8d4114b6f0d38e5709d02da5097f7033c77d6fbefd1e22100c983af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d30625f2a43e585a81a64bd26db26f102cb17eedd5e5fe8af9b55e4cc9e8755a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-05-15T13:06:00Z",
    "title_canon_sha256": "b744407d5ef2f099d23c3a4563f8a418f0ae1d8900ba15590c2bbc97dd8c1c20"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.07519",
    "kind": "arxiv",
    "version": 4
  }
}