Pith Number

pith:ULNKAHQB

pith:2025:ULNKAHQBRGPHSR7IM5AAFGYIGQ

not attested not anchored not stored refs pending

Power Grid Control with Graph-Based Distributed Reinforcement Learning

Alberto Maria Metelli, Carlo Fabrizio, Gianvito Losapio, Marcello Restelli, Marco Mussi

arxiv:2509.02861 v1 · 2025-09-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ULNKAHQBRGPHSR7IM5AAFGYIGQ}

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	2026-07-05T12:03:58.711652Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a2daa01e01899e7947e86740029b08342cc3c217aba69f3e293813423d7c3cd4

Aliases

arxiv: 2509.02861 · arxiv_version: 2509.02861v1 · doi: 10.48550/arxiv.2509.02861 · pith_short_12: ULNKAHQBRGPH · pith_short_16: ULNKAHQBRGPHSR7I · pith_short_8: ULNKAHQB

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/ULNKAHQBRGPHSR7IM5AAFGYIGQ \
  | 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: a2daa01e01899e7947e86740029b08342cc3c217aba69f3e293813423d7c3cd4

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbfb8a473efb4758f9a76f1848ed6581f965b40c2e7d3f8f0e406e8f710d0ce4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-02T22:17:25Z",
    "title_canon_sha256": "662c8799078a3c012c1e413e1e904e3906d58729ee9cb986291af53fd50d5195"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.02861",
    "kind": "arxiv",
    "version": 1
  }
}