Pith Number

pith:XUQEB7HO

pith:2023:XUQEB7HO4WYGEG72UY6A3LIQWY

not attested not anchored not stored refs pending

Training Automated Defense Strategies Using Graph-based Cyber Attack Simulations

Jakob Nyberg, Pontus Johnson

arxiv:2304.11084 v1 · 2023-04-17 · cs.CR · cs.LG · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{XUQEB7HO4WYGEG72UY6A3LIQWY}

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.

Cited by

1 paper in Pith

Training RL Agents for Multi-Objective Network Defense Tasks

Receipt and verification

First computed	2026-07-05T06:03:18.865993Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd2040fceee5b0621bfaa63c0dad10b602261c69612000e7f68fd8e3c3687b36

Aliases

arxiv: 2304.11084 · arxiv_version: 2304.11084v1 · doi: 10.48550/arxiv.2304.11084 · pith_short_12: XUQEB7HO4WYG · pith_short_16: XUQEB7HO4WYGEG72 · pith_short_8: XUQEB7HO

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/XUQEB7HO4WYGEG72UY6A3LIQWY \
  | 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: bd2040fceee5b0621bfaa63c0dad10b602261c69612000e7f68fd8e3c3687b36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1ac29bea6c4b06dd7d260ca9babe71d5184ed5d10b0bd173ae60f3d16488128b",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.NI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-04-17T07:52:00Z",
    "title_canon_sha256": "b88fe4289f7960be2e44300112020e9411a4c50aa67ac25fd75917d80d09e3bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.11084",
    "kind": "arxiv",
    "version": 1
  }
}