Pith Number

pith:TJM5Y23I

pith:2021:TJM5Y23IQBJP7HS7XNSNHNT7PP

not attested not anchored not stored refs pending

CybORG: A Gym for the Development of Autonomous Cyber Agents

Damian Marriott, David Bowman, Junae Kim, Martin Lucas, Maxwell Standen, Toby J. Richer

arxiv:2108.09118 v1 · 2021-08-20 · cs.CR

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\usepackage{pith}
\pithnumber{TJM5Y23IQBJP7HS7XNSNHNT7PP}

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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

7 papers in Pith

Beyond Runtime Enforcement: Shield Synthesis as Defensibility Analysis for Adversarial Networks

Closing the Sim-to-Real Gap: An Evaluation Framework for Autonomous Cyber Defense Configuration of Commercial EDR

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

FORGE: Self-Evolving Agent Memory With No Weight Updates via Population Broadcast

Operationalizing Cybersecurity Governance for Mitigation Planning with Attack-Path Modeling and Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:07:34.394970Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9a59dc6b688052ff9e5fbb64d3b67f7bc27793be6c126fbf03ec19b18d2a64e2

Aliases

arxiv: 2108.09118 · arxiv_version: 2108.09118v1 · doi: 10.48550/arxiv.2108.09118 · pith_short_12: TJM5Y23IQBJP · pith_short_16: TJM5Y23IQBJP7HS7 · pith_short_8: TJM5Y23I

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/TJM5Y23IQBJP7HS7XNSNHNT7PP \
  | 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: 9a59dc6b688052ff9e5fbb64d3b67f7bc27793be6c126fbf03ec19b18d2a64e2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306005baec92eaab343188e054e81b4801fd66ac2c64f41793ca7977827302d3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-08-20T11:32:23Z",
    "title_canon_sha256": "730aac0be4cd44e5125e81c4901601ce9575f5815807ac01c66ab6209efc935f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2108.09118",
    "kind": "arxiv",
    "version": 1
  }
}