pith. sign in
Pith Number

pith:2ZOH5ZXC

pith:2019:2ZOH5ZXCONEPJFOAKM6QGVVWPP
not attested not anchored not stored refs pending

Autonomous Voltage Control for Grid Operation Using Deep Reinforcement Learning

Di Shi, Jiajun Duan, Qianyun Chang, Ruisheng Diao, Xiaohu Zhang, Zhiwei Wang

arxiv:1904.10597 v1 · 2019-04-24 · cs.SY · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{2ZOH5ZXCONEPJFOAKM6QGVVWPP}

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 2026-05-17T23:47:53.286421Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

d65c7ee6e27348f495c0533d0356b67be25475bef69068ed86a61779dbe75b8f

Aliases

arxiv: 1904.10597 · arxiv_version: 1904.10597v1 · doi: 10.48550/arxiv.1904.10597 · pith_short_12: 2ZOH5ZXCONEP · pith_short_16: 2ZOH5ZXCONEPJFOA · pith_short_8: 2ZOH5ZXC
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/2ZOH5ZXCONEPJFOAKM6QGVVWPP \
  | 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: d65c7ee6e27348f495c0533d0356b67be25475bef69068ed86a61779dbe75b8f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "535f3cbb40b8b318abcb9bfe9ec1f73eda193f5dcfdfb6f53f09e724616ae4f0",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2019-04-24T01:34:04Z",
    "title_canon_sha256": "1da412e4e3ee02d8c0ce92c8a3351d5488d41432cd2b18429a87c6c4fc8172f4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.10597",
    "kind": "arxiv",
    "version": 1
  }
}