Pith Number

pith:HS4AIKW7

pith:2020:HS4AIKW7PT6JOUBAB3YKRS2IOU

not attested not anchored not stored refs pending

Modeling Penetration Testing with Reinforcement Learning Using Capture-the-Flag Challenges: Trade-offs between Model-free Learning and A Priori Knowledge

Fabio Massimo Zennaro, Laszlo Erdodi

arxiv:2005.12632 v2 · 2020-05-26 · cs.CR · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HS4AIKW7PT6JOUBAB3YKRS2IOU}

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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

Mind the Gap: Towards Generalizable Autonomous Penetration Testing via Domain Randomization and Meta-Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:42:12.959890Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3cb8042adf7cfc9750200ef0a8cb4875060468f979640321f12fa12882201c79

Aliases

arxiv: 2005.12632 · arxiv_version: 2005.12632v2 · doi: 10.48550/arxiv.2005.12632 · pith_short_12: HS4AIKW7PT6J · pith_short_16: HS4AIKW7PT6JOUBA · pith_short_8: HS4AIKW7

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/HS4AIKW7PT6JOUBAB3YKRS2IOU \
  | 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: 3cb8042adf7cfc9750200ef0a8cb4875060468f979640321f12fa12882201c79

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "67547b4d2dd6874da27d5cc22712798a790ef02f6d186b5ce21281402f727cdf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2020-05-26T11:23:10Z",
    "title_canon_sha256": "ed3f04542f03c7f676f71d6495497654873ddd29c3458f56c008332db22fe3ed"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2005.12632",
    "kind": "arxiv",
    "version": 2
  }
}