pith. sign in
Pith Number

pith:GGJACEJI

pith:2022:GGJACEJILI3XJVYNVWHIGCZY7G
not attested not anchored not stored refs pending

Adversarial Robustness of Neural-Statistical Features in Detection of Generative Transformers

Evan Crothers, Herna Viktor, Nathalie Japkowicz, Paula Branco

arxiv:2203.07983 v1 · 2022-03-02 · cs.CL · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{GGJACEJILI3XJVYNVWHIGCZY7G}

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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.
Receipt and verification
First computed 2026-07-05T05:02:58.912029Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

31920111285a3774d70dad8e830b38f980745c9bed4f9ff969d123f25598111f

Aliases

arxiv: 2203.07983 · arxiv_version: 2203.07983v1 · doi: 10.48550/arxiv.2203.07983 · pith_short_12: GGJACEJILI3X · pith_short_16: GGJACEJILI3XJVYN · pith_short_8: GGJACEJI
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/GGJACEJILI3XJVYNVWHIGCZY7G \
  | 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: 31920111285a3774d70dad8e830b38f980745c9bed4f9ff969d123f25598111f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9988209b237a02b1983e3145cd891ed231f04bb951e661c8c994a666daf365e7",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2022-03-02T16:46:39Z",
    "title_canon_sha256": "3f953e10ecb98e7ac0445d4fc142088903fbc1ce69841b852c4dc41990dae1b9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.07983",
    "kind": "arxiv",
    "version": 1
  }
}