Pith Number

pith:AKLJCCG6

pith:2021:AKLJCCG6BAERD77Q5JWV26P43M

not attested not anchored not stored refs pending

Network Defense is Not a Game

Ahmad Ridley, Andres Molina-Markham, Ransom K. Winder

arxiv:2104.10262 v1 · 2021-04-20 · cs.CR · cs.AI · 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{AKLJCCG6BAERD77Q5JWV26P43M}

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

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Receipt and verification

First computed	2026-07-05T02:34:00.650130Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

02969108de080911fff0ea6d5d79fcdb1054c539b9d2aa091c0b96b3338d275a

Aliases

arxiv: 2104.10262 · arxiv_version: 2104.10262v1 · doi: 10.48550/arxiv.2104.10262 · pith_short_12: AKLJCCG6BAER · pith_short_16: AKLJCCG6BAERD77Q · pith_short_8: AKLJCCG6

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/AKLJCCG6BAERD77Q5JWV26P43M \
  | 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: 02969108de080911fff0ea6d5d79fcdb1054c539b9d2aa091c0b96b3338d275a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6f4e9dd2ea541cd8515785bd1cc691ada4c2b8412dcc5b8b1f5348e6e5f9b8cf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-04-20T21:52:51Z",
    "title_canon_sha256": "9b930582030ec642ed706cda025916ff5b5532c1a25229b0f8f99e81b4a1b54b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2104.10262",
    "kind": "arxiv",
    "version": 1
  }
}