Pith Number

pith:U32RRUPY

pith:2024:U32RRUPYLP32FZUGKSZJW256N3

not attested not anchored not stored refs pending

Entity-based Reinforcement Learning for Autonomous Cyber Defence

Alberto Caron, Chris Hicks, Isaac Symes Thompson, Vasilios Mavroudis

arxiv:2410.17647 v3 · 2024-10-23 · cs.LG · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U32RRUPYLP32FZUGKSZJW256N3}

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

1 paper in Pith

Self-Adaptive Multi-Agent LLM-Based Security Pattern Selection for IoT Systems

Receipt and verification

First computed	2026-07-05T10:04:58.387133Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a6f518d1f85bf7a2e68654b29b6bbe6ef405ede49736ed442897ee559db6a0a9

Aliases

arxiv: 2410.17647 · arxiv_version: 2410.17647v3 · doi: 10.48550/arxiv.2410.17647 · pith_short_12: U32RRUPYLP32 · pith_short_16: U32RRUPYLP32FZUG · pith_short_8: U32RRUPY

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/U32RRUPYLP32FZUGKSZJW256N3 \
  | 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: a6f518d1f85bf7a2e68654b29b6bbe6ef405ede49736ed442897ee559db6a0a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "84a60d9047a7e303c598bc6400fb9401e5410db17acaf615772569118df5334f",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-23T08:04:12Z",
    "title_canon_sha256": "0ff233580afa1989adbf4163406a237ede741f4c09b819735d6d894107c75c45"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17647",
    "kind": "arxiv",
    "version": 3
  }
}