Pith Number

pith:7ENUT4XP

pith:2024:7ENUT4XPY6BSVLGJQAYTBMZGAI

not attested not anchored not stored refs pending

RL2: Reinforce Large Language Model to Assist Safe Reinforcement Learning for Energy Management of Active Distribution Networks

Chenhui Lin, Haotian Liu, Wenchuan Wu, Xu Yang

arxiv:2412.01303 v1 · 2024-12-02 · eess.SY · cs.AI · cs.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{7ENUT4XPY6BSVLGJQAYTBMZGAI}

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	2026-07-05T09:42:57.671986Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f91b49f2efc7832aacc9803130b326022642d85d9861b0f9c0a7fe1066854613

Aliases

arxiv: 2412.01303 · arxiv_version: 2412.01303v1 · doi: 10.48550/arxiv.2412.01303 · pith_short_12: 7ENUT4XPY6BS · pith_short_16: 7ENUT4XPY6BSVLGJ · pith_short_8: 7ENUT4XP

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/7ENUT4XPY6BSVLGJQAYTBMZGAI \
  | 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: f91b49f2efc7832aacc9803130b326022642d85d9861b0f9c0a7fe1066854613

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "adfa1cec3955335b9b68a5f92e491426b2ad6340852dc7016f350ccfcc6207f6",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-12-02T09:15:36Z",
    "title_canon_sha256": "dfd1852d799ea1af6203b6fcf49d4be6553b854a658593a4a474d76f340a7c59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.01303",
    "kind": "arxiv",
    "version": 1
  }
}