Pith Number

pith:LH5GN7LS

pith:2025:LH5GN7LSSPSWVMTLUDO3D4YH7X

not attested not anchored not stored refs pending

Machine Learning for Cyber-Attack Identification from Traffic Flows

Dahai Liu, Dev Sarawat, Faheem Khan, Hongyun Chen, Huihui Wang, Jian Wang, Madison Newell, Marc L. Jacquet, Robel Dawit, Skyler Fabre, Yongxin Liu, Yujing Zhou

arxiv:2505.01489 v1 · 2025-05-02 · cs.LG · cs.CR

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LH5GN7LSSPSWVMTLUDO3D4YH7X}

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	2026-07-05T10:57:58.961077Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59fa66fd7293e56ab26ba0ddb1f307fdf03fa2df1b90bca19c2a775468547255

Aliases

arxiv: 2505.01489 · arxiv_version: 2505.01489v1 · doi: 10.48550/arxiv.2505.01489 · pith_short_12: LH5GN7LSSPSW · pith_short_16: LH5GN7LSSPSWVMTL · pith_short_8: LH5GN7LS

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/LH5GN7LSSPSWVMTLUDO3D4YH7X \
  | 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: 59fa66fd7293e56ab26ba0ddb1f307fdf03fa2df1b90bca19c2a775468547255

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "54c95d03295ea921ac88b87058ca87abd30410495e87ace3aaa7de1792fd0c1b",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T17:34:19Z",
    "title_canon_sha256": "e719a4c3546b2872c4cc7438551781d364b07a103307ee8c872adfb882c79c2d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01489",
    "kind": "arxiv",
    "version": 1
  }
}