Pith Number

pith:2IP65T5D

pith:2025:2IP65T5DV3W7R2QOP5HJXHT4G5

not attested not anchored not stored refs pending

Guidelines for Applying RL and MARL in Cybersecurity Applications

Adam Price, Alberto Caron, David Foster, Gregory Palmer, Ian Miles, Kez Smithson Whitehead, Sara Farmer, Stephen Pasteris, Vasilios Mavroudis

arxiv:2503.04262 v1 · 2025-03-06 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2IP65T5DV3W7R2QOP5HJXHT4G5}

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

Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems

Receipt and verification

First computed	2026-07-05T10:25:33.983377Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d21feecfa3aeedf8ea0e7f4e9b9e7c376f69d7f150d005330d265755d68cf65a

Aliases

arxiv: 2503.04262 · arxiv_version: 2503.04262v1 · doi: 10.48550/arxiv.2503.04262 · pith_short_12: 2IP65T5DV3W7 · pith_short_16: 2IP65T5DV3W7R2QO · pith_short_8: 2IP65T5D

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/2IP65T5DV3W7R2QOP5HJXHT4G5 \
  | 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: d21feecfa3aeedf8ea0e7f4e9b9e7c376f69d7f150d005330d265755d68cf65a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f2ca01fc9d3ba199cce8e3aae2684c04c4aef5dd77c75f46219853323f8178a",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-03-06T09:46:16Z",
    "title_canon_sha256": "a617cdd22115c55fd772ea28bfe04805e625312b745381fb7daaa5fffadcf9e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.04262",
    "kind": "arxiv",
    "version": 1
  }
}