Pith Number

pith:FRBS4XAT

pith:2021:FRBS4XATNALBNH2HEMEDIHV3V2

not attested not anchored not stored refs pending

Using Cyber Terrain in Reinforcement Learning for Penetration Testing

Abdul Rahman, Dan Radke, Logan Eisenbeiser, Paul Park, Rohit Gangupantulu, Ryan Clark, Tyler Cody

arxiv:2108.07124 v2 · 2021-08-16 · cs.LG · cs.CR · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FRBS4XATNALBNH2HEMEDIHV3V2}

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

Reinforcement Learning for Automated Cybersecurity Penetration Testing

Receipt and verification

First computed	2026-07-05T04:46:11.809468Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2c432e5c136816169f472308341ebbae8f0cf550076e4ef8cd18df665d2d07e4

Aliases

arxiv: 2108.07124 · arxiv_version: 2108.07124v2 · doi: 10.48550/arxiv.2108.07124 · pith_short_12: FRBS4XATNALB · pith_short_16: FRBS4XATNALBNH2H · pith_short_8: FRBS4XAT

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/FRBS4XATNALBNH2HEMEDIHV3V2 \
  | 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: 2c432e5c136816169f472308341ebbae8f0cf550076e4ef8cd18df665d2d07e4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e6825131f3a5400a38b31aa9bcfc89e7bb0386ddbe28ab50caefd0232df68a67",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-08-16T14:45:50Z",
    "title_canon_sha256": "61bbb30bae7b9dd5b492dc6228e682486a455f6e2f559a04abb5096ec39aa0ce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.07124",
    "kind": "arxiv",
    "version": 2
  }
}