Pith Number

pith:I2ONBYS7

pith:2023:I2ONBYS7HZUAH3XRLJTTUU67R5

not attested not anchored not stored refs pending

Multi-Agent Reinforcement Learning for Power Grid Topology Optimization

Alessandro Zocca, Erica van der Sar, Sandjai Bhulai

arxiv:2310.02605 v1 · 2023-10-04 · cs.LG · cs.AI · cs.SY · eess.SY · stat.ML

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\usepackage{pith}
\pithnumber{I2ONBYS7HZUAH3XRLJTTUU67R5}

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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

Power Grid Control with Graph-Based Distributed Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:57:11.943383Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

469cd0e25f3e6803eef15a673a53df8f59f91e6fe9061cd56f91810ebb8ea171

Aliases

arxiv: 2310.02605 · arxiv_version: 2310.02605v1 · doi: 10.48550/arxiv.2310.02605 · pith_short_12: I2ONBYS7HZUA · pith_short_16: I2ONBYS7HZUAH3XR · pith_short_8: I2ONBYS7

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/I2ONBYS7HZUAH3XRLJTTUU67R5 \
  | 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: 469cd0e25f3e6803eef15a673a53df8f59f91e6fe9061cd56f91810ebb8ea171

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8efc1193661419270c5122260cbbfe01bd01df1f2e57062aa2dd734d083fdf56",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T06:37:43Z",
    "title_canon_sha256": "9cc8fa4030c3955adfa006bc0ca09d9802a491c4a0465bda5682c66d733808a4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.02605",
    "kind": "arxiv",
    "version": 1
  }
}