Pith Number

pith:RPQXP7PK

pith:2021:RPQXP7PKWQP7ODEW6OOPAC52NR

not attested not anchored not stored refs pending

CyGIL: A Cyber Gym for Training Autonomous Agents over Emulated Network Systems

Adrian Taylor, Li Li, Raed Fayad

arxiv:2109.03331 v1 · 2021-09-07 · 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{RPQXP7PKWQP7ODEW6OOPAC52NR}

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

2 papers in Pith

COHORT: Collaborative Orchestration for Hardening via Offensive Replay on Emulated Topologies

Dynamic Cyber Ranges

Receipt and verification

First computed	2026-07-05T03:12:29.856487Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8be177fdeab41ff70c96f39cf00bba6c7eb0812980c5dec9c94238c8080e78e3

Aliases

arxiv: 2109.03331 · arxiv_version: 2109.03331v1 · doi: 10.48550/arxiv.2109.03331 · pith_short_12: RPQXP7PKWQP7 · pith_short_16: RPQXP7PKWQP7ODEW · pith_short_8: RPQXP7PK

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/RPQXP7PKWQP7ODEW6OOPAC52NR \
  | 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: 8be177fdeab41ff70c96f39cf00bba6c7eb0812980c5dec9c94238c8080e78e3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ad000b98d48bcbab9cf5d55d5a85d74705a9a5f0f679d4a6f16f0ba9d3dff61e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-09-07T20:52:44Z",
    "title_canon_sha256": "3b642fa36aab2da01bf938cfc3c9173e06493a90a123b5f7f67959daf390094d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.03331",
    "kind": "arxiv",
    "version": 1
  }
}