Pith Number

pith:Z36NNEQN

pith:2024:Z36NNEQNTZKFZMHAF5O2W5F54G

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Digital Twin-Oriented Complex Networked Systems

Bogdan Gabrys, Jiaqi Wen, Katarzyna Musial

arxiv:2411.06148 v1 · 2024-11-09 · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z36NNEQNTZKFZMHAF5O2W5F54G}

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	2026-07-05T09:33:42.144376Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cefcd6920d9e545cb0e02f5dab74bde1a393d60ae160d9666fbc2469579f76b8

Aliases

arxiv: 2411.06148 · arxiv_version: 2411.06148v1 · doi: 10.48550/arxiv.2411.06148 · pith_short_12: Z36NNEQNTZKF · pith_short_16: Z36NNEQNTZKFZMHA · pith_short_8: Z36NNEQN

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/Z36NNEQNTZKFZMHAF5O2W5F54G \
  | 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: cefcd6920d9e545cb0e02f5dab74bde1a393d60ae160d9666fbc2469579f76b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e62c446b8f2fa9ecd177193ff7bf4711d85cb50464cdf8490a4f33fa52f67577",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-11-09T11:24:42Z",
    "title_canon_sha256": "b21e53d2dac02359ebbc311230c3f6d1f808a27db853d1689dffa5235ab9d1f1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.06148",
    "kind": "arxiv",
    "version": 1
  }
}