Pith Number

pith:AJAV3FUD

pith:2023:AJAV3FUDYMJBKDTMTLRFREXUFB

not attested not anchored not stored refs pending

Fundamentals of Generative Large Language Models and Perspectives in Cyber-Defense

Alain Mermoud, Andrei Kucharavy, Dimitri Percia David, Ljiljana Dolamic, Lo\"ic Mar\'echal, Maxime W\"ursch, Remi Sabonnadiere, Vincent Lenders, Zachary Schillaci

arxiv:2303.12132 v1 · 2023-03-21 · cs.CL · cs.CR · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AJAV3FUDYMJBKDTMTLRFREXUFB}

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	2026-07-05T05:53:37.835216Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02415d9683c312150e6c9ae25892f4287218bd374f7cfc7427a92ef78176f876

Aliases

arxiv: 2303.12132 · arxiv_version: 2303.12132v1 · doi: 10.48550/arxiv.2303.12132 · pith_short_12: AJAV3FUDYMJB · pith_short_16: AJAV3FUDYMJBKDTM · pith_short_8: AJAV3FUD

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/AJAV3FUDYMJBKDTMTLRFREXUFB \
  | 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: 02415d9683c312150e6c9ae25892f4287218bd374f7cfc7427a92ef78176f876

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6c808e24371161aab5ae204d3d5f738c9ce69e863634da36bc3f3509f4ab8285",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2023-03-21T18:45:09Z",
    "title_canon_sha256": "9363234f00c85605cebc8e1b228b988130b37b33180658c59bc1d01831cec86a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12132",
    "kind": "arxiv",
    "version": 1
  }
}