Pith Number

pith:K4UE4HSJ

pith:2025:K4UE4HSJLCKMVEFKQ2OYGQ2DD2

not attested not anchored not stored refs pending

Nash Q-Network for Multi-Agent Cybersecurity Simulation

Edward Koh, Peter Chin, Qintong Xie, Xavier Cadet

arxiv:2509.00678 v1 · 2025-08-31 · cs.MA · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K4UE4HSJLCKMVEFKQ2OYGQ2DD2}

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	2026-07-05T12:02:20.950254Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57284e1e495894ca90aa869d8343431eb9b616732994508d99c2527841b374ec

Aliases

arxiv: 2509.00678 · arxiv_version: 2509.00678v1 · doi: 10.48550/arxiv.2509.00678 · pith_short_12: K4UE4HSJLCKM · pith_short_16: K4UE4HSJLCKMVEFK · pith_short_8: K4UE4HSJ

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/K4UE4HSJLCKMVEFKQ2OYGQ2DD2 \
  | 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: 57284e1e495894ca90aa869d8343431eb9b616732994508d99c2527841b374ec

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c1fc635f9a9b154fa1ec633652369356a5ecb78d6f9f02572a701eac14b2fe6e",
    "cross_cats_sorted": [
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-08-31T03:18:02Z",
    "title_canon_sha256": "8dffec6d4ddd59eab4001813f20ead359801f0c40e12c37c2838f4eaafcdcfc3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.00678",
    "kind": "arxiv",
    "version": 1
  }
}