Pith Number

pith:3NKU5I3X

pith:2025:3NKU5I3XWD75FFZZZTSW42XB5Y

not attested not anchored not stored refs pending

Optimizing Power Grid Topologies with Reinforcement Learning: A Survey of Methods and Challenges

Alessandro Zocca, Erica van der Sar, Sandjai Bhulai

arxiv:2504.08210 v2 · 2025-04-11 · eess.SY · cs.AI · cs.LG · cs.SY · stat.ML

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{3NKU5I3XWD75FFZZZTSW42XB5Y}

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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	2026-07-05T11:03:23.330359Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

db554ea377b0ffd29739cce56e6ae1ee36316eacb4062e3aae5e0387298c2420

Aliases

arxiv: 2504.08210 · arxiv_version: 2504.08210v2 · doi: 10.48550/arxiv.2504.08210 · pith_short_12: 3NKU5I3XWD75 · pith_short_16: 3NKU5I3XWD75FFZZ · pith_short_8: 3NKU5I3X

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/3NKU5I3XWD75FFZZZTSW42XB5Y \
  | 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: db554ea377b0ffd29739cce56e6ae1ee36316eacb4062e3aae5e0387298c2420

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f4dbd409ec2bde59b05764d2832f8444552983c4d819e790f3e03a14af18c29b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2025-04-11T02:27:30Z",
    "title_canon_sha256": "24169e2573873055588aebd24993ed60138dd83f061ac5264942eaadb6e0765e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.08210",
    "kind": "arxiv",
    "version": 2
  }
}