Pith Number

pith:MJUY4IRM

pith:2024:MJUY4IRMJ5GFWTVTZNFCFTYWSK

not attested not anchored not stored refs pending

Machine Theory of Mind for Autonomous Cyber-Defence

Chris Willis, Daniel Harrold, Gregory Palmer, Luke Swaby, Matthew Stewart

arxiv:2412.04367 v1 · 2024-12-05 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MJUY4IRMJ5GFWTVTZNFCFTYWSK}

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.

Receipt and verification

First computed	2026-07-05T09:45:02.920641Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62698e222c4f4c5b4eb3cb4a22cf16928cd1ac547951f882d5727537f681ca10

Aliases

arxiv: 2412.04367 · arxiv_version: 2412.04367v1 · doi: 10.48550/arxiv.2412.04367 · pith_short_12: MJUY4IRMJ5GF · pith_short_16: MJUY4IRMJ5GFWTVT · pith_short_8: MJUY4IRM

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/MJUY4IRMJ5GFWTVTZNFCFTYWSK \
  | 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: 62698e222c4f4c5b4eb3cb4a22cf16928cd1ac547951f882d5727537f681ca10

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dd0893503bf28f653c02a0baffe63d9129378d60758b2b2796270fb27c18c432",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-05T17:35:29Z",
    "title_canon_sha256": "fbd520d892f888e7e9cb2bc92d97af3146afdcd73e97926247d19bc60a2e5815"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04367",
    "kind": "arxiv",
    "version": 1
  }
}