Pith Number

pith:WN2BVDEZ

pith:2024:WN2BVDEZGYYF6QHG32D3NNRFIN

not attested not anchored not stored refs pending

Structural Generalization in Autonomous Cyber Incident Response with Message-Passing Neural Networks and Reinforcement Learning

Jakob Nyberg, Pontus Johnson

arxiv:2407.05775 v1 · 2024-07-08 · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{WN2BVDEZGYYF6QHG32D3NNRFIN}

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

Building Better Environments for Autonomous Cyber Defence

Receipt and verification

First computed	2026-07-05T08:41:18.534386Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b3741a8c9936305f40e6de87b6b625435511fa65e45c4574a39d78652ad51a9c

Aliases

arxiv: 2407.05775 · arxiv_version: 2407.05775v1 · doi: 10.48550/arxiv.2407.05775 · pith_short_12: WN2BVDEZGYYF · pith_short_16: WN2BVDEZGYYF6QHG · pith_short_8: WN2BVDEZ

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/WN2BVDEZGYYF6QHG32D3NNRFIN \
  | 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: b3741a8c9936305f40e6de87b6b625435511fa65e45c4574a39d78652ad51a9c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fc568300b70290f9f9ac58782c2f4117de8e53bc83634f7db643d4d06f38e038",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-07-08T09:34:22Z",
    "title_canon_sha256": "48415d719c00a6d7abe52d3c6875b39f3d69905c73891977cee77eac18ea069e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.05775",
    "kind": "arxiv",
    "version": 1
  }
}