Pith Number

pith:HSR4I63A

pith:2023:HSR4I63AB6B7TPU3JWCSUD4E3P

not attested not anchored not stored refs pending

Automated Cyber Defence: A Review

Andrew Bolton, John Hannay, Professor Pete Burnap, Sanyam Vyas

arxiv:2303.04926 v1 · 2023-03-08 · cs.CR · 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{HSR4I63AB6B7TPU3JWCSUD4E3P}

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

2 papers in Pith

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T05:49:35.369738Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3ca3c47b600f83f9be9b4d852a0f84dbf85de0d046ec4a5276c07b0e5adb4813

Aliases

arxiv: 2303.04926 · arxiv_version: 2303.04926v1 · doi: 10.48550/arxiv.2303.04926 · pith_short_12: HSR4I63AB6B7 · pith_short_16: HSR4I63AB6B7TPU3 · pith_short_8: HSR4I63A

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/HSR4I63AB6B7TPU3JWCSUD4E3P \
  | 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: 3ca3c47b600f83f9be9b4d852a0f84dbf85de0d046ec4a5276c07b0e5adb4813

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eefd3e4aba734c45283a92a3375d12536c72e4bc033b5622144cce50d5b6d6fd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-03-08T22:37:50Z",
    "title_canon_sha256": "0512ea015fdc26da4cfe55afc5248d7eaa9f1f347d59dd8fa256b8bb11758586"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.04926",
    "kind": "arxiv",
    "version": 1
  }
}