Pith Number

pith:27VNV4VT

pith:2025:27VNV4VTAZQJ4T224D3JFWZBHL

not attested not anchored not stored refs pending

An Empirical Game-Theoretic Analysis of Autonomous Cyber-Defence Agents

Alex Hiles, Chris Willis, Daniel J.B. Harrold, Gregory Palmer, Ian Miles, Luke Swaby, Matthew Stewart, Sara Farmer

arxiv:2501.19206 v1 · 2025-01-31 · cs.AI · cs.CR · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{27VNV4VTAZQJ4T224D3JFWZBHL}

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

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T10:07:57.754741Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d7eadaf2b306609e4f5ae0f692db213ad4a2a72a1a969a3f74a3ff3c33164eaa

Aliases

arxiv: 2501.19206 · arxiv_version: 2501.19206v1 · doi: 10.48550/arxiv.2501.19206 · pith_short_12: 27VNV4VTAZQJ · pith_short_16: 27VNV4VTAZQJ4T22 · pith_short_8: 27VNV4VT

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/27VNV4VTAZQJ4T224D3JFWZBHL \
  | 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: d7eadaf2b306609e4f5ae0f692db213ad4a2a72a1a969a3f74a3ff3c33164eaa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31d2968f149847137109d38ef3e628308525b288f5e46c9d1478b90b9b58c503",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.GT"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-01-31T15:15:02Z",
    "title_canon_sha256": "a11b069771855f6d2103399ebec4ace40d3339dd419c523d5a5f8d3dfd870209"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.19206",
    "kind": "arxiv",
    "version": 1
  }
}