Pith Number

pith:4VLGNIUC

pith:2025:4VLGNIUCECTQXRLVDB7AB2URPM

not attested not anchored not stored refs pending

Explainable Machine Learning for Cyberattack 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:2505.01488 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{4VLGNIUCECTQXRLVDB7AB2URPM}

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	2026-07-05T10:57:58.872771Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e55666a28220a70bc575187e00ea917b1997c2f78956f3452a6a5c52402f0391

Aliases

arxiv: 2505.01488 · arxiv_version: 2505.01488v1 · doi: 10.48550/arxiv.2505.01488 · pith_short_12: 4VLGNIUCECTQ · pith_short_16: 4VLGNIUCECTQXRLV · pith_short_8: 4VLGNIUC

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/4VLGNIUCECTQXRLVDB7AB2URPM \
  | 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: e55666a28220a70bc575187e00ea917b1997c2f78956f3452a6a5c52402f0391

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f5e5bb448640c7ea29b09a936b40e9705456070c348b76cb2e3c5085e29e4f33",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-02T17:34:14Z",
    "title_canon_sha256": "800f94afffcd8bdb469a374b625a3c5ad495b31540dd8bba662cb327a25bd0b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.01488",
    "kind": "arxiv",
    "version": 1
  }
}