Pith Number

pith:RXA3QNNV

pith:2025:RXA3QNNV33F6EUAPVQM4HH7ZBS

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning in Cybersecurity: From Fundamentals to Applications

Alain Mermoud, Christoph R. Landolt, Christoph W\"ursch, Julian Jang-Jaccard, Roland Meier

arxiv:2505.19837 v1 · 2025-05-26 · cs.MA · cs.GT · 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{RXA3QNNV33F6EUAPVQM4HH7ZBS}

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

SoK: Honeypots & LLMs, More Than the Sum of Their Parts?

Receipt and verification

First computed	2026-07-05T11:09:48.701437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8dc1b835b5decbe2500fac19c39ff90c91c210725e142fd9c6fcfd07922bc719

Aliases

arxiv: 2505.19837 · arxiv_version: 2505.19837v1 · doi: 10.48550/arxiv.2505.19837 · pith_short_12: RXA3QNNV33F6 · pith_short_16: RXA3QNNV33F6EUAP · pith_short_8: RXA3QNNV

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/RXA3QNNV33F6EUAPVQM4HH7ZBS \
  | 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: 8dc1b835b5decbe2500fac19c39ff90c91c210725e142fd9c6fcfd07922bc719

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cf2ab16c2fc290bfa7bf3c5d159ae76d85dd3e944be6d1cf1a881ad9b1eccf7e",
    "cross_cats_sorted": [
      "cs.GT",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.MA",
    "submitted_at": "2025-05-26T11:19:43Z",
    "title_canon_sha256": "6e92ad8cb5543483b12f46524ac096a5300fbb1a88630ea6568291fa616d7683"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.19837",
    "kind": "arxiv",
    "version": 1
  }
}