Pith Number

pith:ZDOZP4EE

pith:2021:ZDOZP4EEO5CFXB7RD3SXM3MS7F

not attested not anchored not stored refs pending

Deep Reinforcement Learning for Optimal Power Flow with Renewables Using Graph Information

Hao Wang, Hongyang Lai, Jinhao Li, Ruichang Zhang, Yanru Zhang, Zhi Liu

arxiv:2112.11461 v3 · 2021-12-22 · cs.LG · cs.AI · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZDOZP4EEO5CFXB7RD3SXM3MS7F}

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-Supervised Graph Neural Networks for Full-Scale Tertiary Voltage Control

Receipt and verification

First computed	2026-07-05T04:46:13.029808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c8dd97f08477445b87f11ee5766d92f96263dea3e38f2f3f25a73f3a268dbdce

Aliases

arxiv: 2112.11461 · arxiv_version: 2112.11461v3 · doi: 10.48550/arxiv.2112.11461 · pith_short_12: ZDOZP4EEO5CF · pith_short_16: ZDOZP4EEO5CFXB7R · pith_short_8: ZDOZP4EE

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/ZDOZP4EEO5CFXB7RD3SXM3MS7F \
  | 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: c8dd97f08477445b87f11ee5766d92f96263dea3e38f2f3f25a73f3a268dbdce

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "168cd1757ead09cd92f1e83b11d13f7b26214f3a4bf5d2aff9f679e5dacd9309",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-22T03:58:13Z",
    "title_canon_sha256": "b69368fb4d2abc4b72e75bad15469baea6cc53a859562e857778346f1a4c911b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.11461",
    "kind": "arxiv",
    "version": 3
  }
}