Pith Number

pith:BW3T2FYI

pith:2021:BW3T2FYIOKHVL5EERNBBR73563

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Active Voltage Control on Power Distribution Networks

Jianhong Wang, Tim C. Green, Wangkun Xu, Wenbin Song, Yunjie Gu

arxiv:2110.14300 v5 · 2021-10-27 · cs.LG · cs.MA

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\usepackage{pith}
\pithnumber{BW3T2FYIOKHVL5EERNBBR73563}

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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

Tacit Learning with Adaptive Information Selection for Cooperative Multi-Agent Reinforcement Learning

Receipt and verification

First computed	2026-07-05T03:50:26.065388Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0db73d1708728f55f4848b4218ff7df6f891b0971419df26a21f441e33924d7b

Aliases

arxiv: 2110.14300 · arxiv_version: 2110.14300v5 · doi: 10.48550/arxiv.2110.14300 · pith_short_12: BW3T2FYIOKHV · pith_short_16: BW3T2FYIOKHVL5EE · pith_short_8: BW3T2FYI

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/BW3T2FYIOKHVL5EERNBBR73563 \
  | 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: 0db73d1708728f55f4848b4218ff7df6f891b0971419df26a21f441e33924d7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e47012adb90eea55db54667c17f29f71ab8ecc9a82f8b64d4265ffe7cd378904",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-27T09:31:22Z",
    "title_canon_sha256": "979c1d7f9962ab26062f880be6d7afcbccd99fb0bca646e1ef57e7793b931734"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.14300",
    "kind": "arxiv",
    "version": 5
  }
}