Pith Number

pith:Z7I3MRL4

pith:2023:Z7I3MRL4JP7NPTVENCX24KOAYF

not attested not anchored not stored refs pending

Hierarchical Reinforcement Learning for Power Network Topology Control

Blazej Manczak, Herke van Hoof, Jan Viebahn

arxiv:2311.02129 v1 · 2023-11-03 · 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{Z7I3MRL4JP7NPTVENCX24KOAYF}

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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	2026-07-05T07:09:05.764676Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cfd1b6457c4bfed7cea468afae29c0c16e5010620c2f3d3a1490cbc934992feb

Aliases

arxiv: 2311.02129 · arxiv_version: 2311.02129v1 · doi: 10.48550/arxiv.2311.02129 · pith_short_12: Z7I3MRL4JP7N · pith_short_16: Z7I3MRL4JP7NPTVE · pith_short_8: Z7I3MRL4

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/Z7I3MRL4JP7NPTVENCX24KOAYF \
  | 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: cfd1b6457c4bfed7cea468afae29c0c16e5010620c2f3d3a1490cbc934992feb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b705ff12f4a21c2f733b7ab460c6531b0f17b2b1d458c1bcf76830b00dfc897b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-03T12:33:00Z",
    "title_canon_sha256": "c2ffbd07a833803a438c1ec821e7b1be370cfc716457df8d4007649a918e0185"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.02129",
    "kind": "arxiv",
    "version": 1
  }
}