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Pith Number

pith:W7MZVFMI

pith:2019:W7MZVFMIEM73FKWA5U2F6JOFG4
not attested not anchored not stored refs pending

Deep Adversarial Learning in Intrusion Detection: A Data Augmentation Enhanced Framework

Chunbo Luo, Geyong Min, He Zhang, Peng Ren, Xingrui Yu

arxiv:1901.07949 v3 · 2019-01-23 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{W7MZVFMIEM73FKWA5U2F6JOFG4}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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.
Receipt and verification
First computed 2026-05-17T23:55:26.760924Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

b7d99a9588233fb2aac0ed345f25c5371640ff64ebecb0fca048f990edf15a65

Aliases

arxiv: 1901.07949 · arxiv_version: 1901.07949v3 · doi: 10.48550/arxiv.1901.07949 · pith_short_12: W7MZVFMIEM73 · pith_short_16: W7MZVFMIEM73FKWA · pith_short_8: W7MZVFMI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/W7MZVFMIEM73FKWA5U2F6JOFG4 \
  | 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: b7d99a9588233fb2aac0ed345f25c5371640ff64ebecb0fca048f990edf15a65
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "1e791e7aded58806eb74bcd5d22590759a0eca291cb7507b17e58c1b35907555",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2019-01-23T15:27:39Z",
    "title_canon_sha256": "e86312cdfb346ffdd80fee61c3be2a368eb42a7f3f593a0abc51f624764ae742"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1901.07949",
    "kind": "arxiv",
    "version": 3
  }
}