Pith Number

pith:YRWBJD2X

pith:2022:YRWBJD2XWIRU3IXA3HX7U45XMS

not attested not anchored not stored refs pending

The Role of Machine Learning in Cybersecurity

Athanasios Vasileios Grammatopoulos, Edgardo Montes de Oca, Fabio Di Franco, Giovanni Apruzzese, Luis Burdalo Rapa, Pavel Laskov, Wissam Mallouli

arxiv:2206.09707 v1 · 2022-06-20 · 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{YRWBJD2XWIRU3IXA3HX7U45XMS}

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	2026-07-05T04:34:55.025274Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c46c148f57b2234da2e0d9effa73b764b962dda4a4336fb91f24be666085a77a

Aliases

arxiv: 2206.09707 · arxiv_version: 2206.09707v1 · doi: 10.48550/arxiv.2206.09707 · pith_short_12: YRWBJD2XWIRU · pith_short_16: YRWBJD2XWIRU3IXA · pith_short_8: YRWBJD2X

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/YRWBJD2XWIRU3IXA3HX7U45XMS \
  | 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: c46c148f57b2234da2e0d9effa73b764b962dda4a4336fb91f24be666085a77a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1929c07000d562926811f3189c6da77cafd8908f691d91b1ef334795c094010b",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-06-20T10:56:08Z",
    "title_canon_sha256": "1b12f7688c94cb853500e044b612aac792628de577679304aae2aff5b1869549"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.09707",
    "kind": "arxiv",
    "version": 1
  }
}