Pith Number

pith:BENDYJ7O

pith:2023:BENDYJ7OEFKW7JM5ZFJ5VHYU2V

not attested not anchored not stored refs pending

Learning Cyber Defence Tactics from Scratch with Multi-Agent Reinforcement Learning

Jacob Wiebe, Li Li, Ranwa Al Mallah

arxiv:2310.05939 v1 · 2023-08-25 · 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{BENDYJ7OEFKW7JM5ZFJ5VHYU2V}

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

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

Adaptive Network Security Policies via Belief Aggregation and Rollout

Receipt and verification

First computed	2026-07-05T06:59:02.096676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

091a3c27ee21556fa59dc953da9f14d552bdca2358809db032722f9e19706b70

Aliases

arxiv: 2310.05939 · arxiv_version: 2310.05939v1 · doi: 10.48550/arxiv.2310.05939 · pith_short_12: BENDYJ7OEFKW · pith_short_16: BENDYJ7OEFKW7JM5 · pith_short_8: BENDYJ7O

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/BENDYJ7OEFKW7JM5ZFJ5VHYU2V \
  | 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: 091a3c27ee21556fa59dc953da9f14d552bdca2358809db032722f9e19706b70

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "29f7e37b6a3aa9b323f179973d56d08f5895df979074b5a1570a636c4b186a1f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-08-25T14:07:50Z",
    "title_canon_sha256": "30d955bcfc3560f2b832348a1350052558003db78e8c146ec0f638d2f6742a04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.05939",
    "kind": "arxiv",
    "version": 1
  }
}