Pith Number

pith:AAIGDMMG

pith:2022:AAIGDMMGAKVGUCKPPF74GA33EQ

not attested not anchored not stored refs pending

Behaviour-Diverse Automatic Penetration Testing: A Curiosity-Driven Multi-Objective Deep Reinforcement Learning Approach

Xin Liu, Yizhou Yang

arxiv:2202.10630 v1 · 2022-02-22 · cs.LG · 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{AAIGDMMGAKVGUCKPPF74GA33EQ}

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	2026-07-05T03:59:06.736500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

001061b18602aa6a094f797fc3037b24313964fbdd1008e96c07d76a55bea695

Aliases

arxiv: 2202.10630 · arxiv_version: 2202.10630v1 · doi: 10.48550/arxiv.2202.10630 · pith_short_12: AAIGDMMGAKVG · pith_short_16: AAIGDMMGAKVGUCKP · pith_short_8: AAIGDMMG

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/AAIGDMMGAKVGUCKPPF74GA33EQ \
  | 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: 001061b18602aa6a094f797fc3037b24313964fbdd1008e96c07d76a55bea695

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3543390082aa92903cb465a88b68b1d9858182b21ad14c0436396421bc3d2c07",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-22T02:34:16Z",
    "title_canon_sha256": "eb82323ce6063e4058551842d98b77ef2fe0480831f755cb8b13c0d654ad5740"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.10630",
    "kind": "arxiv",
    "version": 1
  }
}