Pith Number

pith:2EZVCU5Q

pith:2022:2EZVCU5QH3AH2IF5ECWIH277NM

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Stabilization of Large-scale Probabilistic Boolean Networks

Evangelos Chatzaroulas, Sotiris Moschoyiannis, Vytenis Sliogeris, Yuhu Wu

arxiv:2210.12229 v2 · 2022-10-21 · cs.LG · cs.AI · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2EZVCU5QH3AH2IF5ECWIH277NM}

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.

Receipt and verification

First computed	2026-07-05T05:10:18.239491Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1335153b03ec07d20bd20ac83ebff6b14f0c0bb84907d61f93b6bd792829f80

Aliases

arxiv: 2210.12229 · arxiv_version: 2210.12229v2 · doi: 10.48550/arxiv.2210.12229 · pith_short_12: 2EZVCU5QH3AH · pith_short_16: 2EZVCU5QH3AH2IF5 · pith_short_8: 2EZVCU5Q

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/2EZVCU5QH3AH2IF5ECWIH277NM \
  | 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: d1335153b03ec07d20bd20ac83ebff6b14f0c0bb84907d61f93b6bd792829f80

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "be9e6cbf4156b9e51dbd25ebe04445d493527eca0ccefd613c95359eb75d3473",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-21T20:15:14Z",
    "title_canon_sha256": "74b8b01edf757587e3c0ecedd20c9b4fc1a8b00acbee2c032a6b98fb884d39fe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.12229",
    "kind": "arxiv",
    "version": 2
  }
}