Pith Number

pith:NXLGTMAT

pith:2022:NXLGTMAT3TUJIOOVF7XUO2IW6D

not attested not anchored not stored refs pending

Developing Optimal Causal Cyber-Defence Agents via Cyber Security Simulation

Alex Andrew, Joshua Collyer, Neil Dhir, Sam Spillard

arxiv:2207.12355 v2 · 2022-07-25 · cs.CR · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NXLGTMAT3TUJIOOVF7XUO2IW6D}

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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

3 papers in Pith

Unveiling the Black Box: A Multi-Layer Framework for Explaining Reinforcement Learning-Based Cyber Agents

Enhancing Cloud Network Resilience via a Robust LLM-Empowered Multi-Agent Reinforcement Learning Framework

Neuro-Symbolic AI for Cybersecurity: State of the Art, Challenges, and Opportunities

Receipt and verification

First computed	2026-07-05T04:46:15.494658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6dd669b013dce89439d52fef476916f0fd5b9219a074d19ca0c6698df261ee91

Aliases

arxiv: 2207.12355 · arxiv_version: 2207.12355v2 · doi: 10.48550/arxiv.2207.12355 · pith_short_12: NXLGTMAT3TUJ · pith_short_16: NXLGTMAT3TUJIOOV · pith_short_8: NXLGTMAT

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/NXLGTMAT3TUJIOOVF7XUO2IW6D \
  | 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: 6dd669b013dce89439d52fef476916f0fd5b9219a074d19ca0c6698df261ee91

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2110e8241e3172f28802f375951404c3c9b12cd5eac70aa469d985011111fd1b",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-07-25T17:12:19Z",
    "title_canon_sha256": "6b87ac90444377f6f596d36a03c2a7f8f36ceb4f75cf3169d07ef429c3405345"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.12355",
    "kind": "arxiv",
    "version": 2
  }
}