Pith Number

pith:AD6RMEGI

pith:2022:AD6RMEGIZOQIXIIPOULPMTCAEG

not attested not anchored not stored refs pending

Efficient Learning of Voltage Control Strategies via Model-based Deep Reinforcement Learning

Jie Tan, Qiuhua Huang, Ramij R. Hossain, Renke Huang, Tianzhixi Yin, Wenhao Yu, Yan Du, Yuan Liu

arxiv:2212.02715 v1 · 2022-12-06 · eess.SY · cs.AI · cs.LG · cs.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{AD6RMEGIZOQIXIIPOULPMTCAEG}

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	2026-07-05T05:22:33.591619Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

00fd1610c8cba08ba10f7516f64c4021aec62c91e5730493df9ed73a8898e7b0

Aliases

arxiv: 2212.02715 · arxiv_version: 2212.02715v1 · doi: 10.48550/arxiv.2212.02715 · pith_short_12: AD6RMEGIZOQI · pith_short_16: AD6RMEGIZOQIXIIP · pith_short_8: AD6RMEGI

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/AD6RMEGIZOQIXIIPOULPMTCAEG \
  | 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: 00fd1610c8cba08ba10f7516f64c4021aec62c91e5730493df9ed73a8898e7b0

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b906bdb98263c47c05025227447911f9e9c519ba28e8b4583eca8c01484c9456",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-12-06T02:50:53Z",
    "title_canon_sha256": "c69099bfbf6b9572a031d4bf114d3eecffd5bd79f690547fd5906722da2f42fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.02715",
    "kind": "arxiv",
    "version": 1
  }
}