Pith Number

pith:FOS6J2TG

pith:2024:FOS6J2TGILZ5UVHB2QHBLFBMYZ

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Maritime Operational Technology Cyber Security

Alec Wilson, David Foster, Esin Turkbeyler, Lisa Gralewski, Marco Casassa Mont, Neela Morarji, Ryan Menzies

arxiv:2401.10149 v1 · 2024-01-18 · cs.LG · cs.CR · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FOS6J2TGILZ5UVHB2QHBLFBMYZ}

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

Operationalizing Cybersecurity Governance for Mitigation Planning with Attack-Path Modeling and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T08:31:10.817616Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ba5e4ea6642f3da54e1d40e15942cc6438d882a92672a10b19956468eb04409

Aliases

arxiv: 2401.10149 · arxiv_version: 2401.10149v1 · doi: 10.48550/arxiv.2401.10149 · pith_short_12: FOS6J2TGILZ5 · pith_short_16: FOS6J2TGILZ5UVHB · pith_short_8: FOS6J2TG

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/FOS6J2TGILZ5UVHB2QHBLFBMYZ \
  | 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: 2ba5e4ea6642f3da54e1d40e15942cc6438d882a92672a10b19956468eb04409

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5ebed4b25f652de4537f586fe40640cd3bb116841f2fa1e8be0ea3c4a77b0a06",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-01-18T17:22:22Z",
    "title_canon_sha256": "a2702fb99a67015113e0d1cd3e07ad9a0e4a3174fefe47c2a920a2c8fb4e1331"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2401.10149",
    "kind": "arxiv",
    "version": 1
  }
}