Pith Number

pith:JHODPFNZ

pith:2024:JHODPFNZ6VK434LB3D5L63V7PA

not attested not anchored not stored refs pending

Robust Defense Against Extreme Grid Events Using Dual-Policy Reinforcement Learning Agents

Benjamin M. Peter, Mert Korkali

arxiv:2411.11180 v1 · 2024-11-17 · eess.SY · cs.LG · 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{JHODPFNZ6VK434LB3D5L63V7PA}

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.

Cited by

1 paper in Pith

Hybrid ML-RL Approach for Smart Grid Stability Prediction and Optimized Control Strategy

Receipt and verification

First computed	2026-07-05T09:36:52.626987Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49dc3795b9f555cdf161d8fabf6ebf781018bd2ffb7ade1c6e7ec0cb4d2c54ee

Aliases

arxiv: 2411.11180 · arxiv_version: 2411.11180v1 · doi: 10.48550/arxiv.2411.11180 · pith_short_12: JHODPFNZ6VK4 · pith_short_16: JHODPFNZ6VK434LB · pith_short_8: JHODPFNZ

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/JHODPFNZ6VK434LB3D5L63V7PA \
  | 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: 49dc3795b9f555cdf161d8fabf6ebf781018bd2ffb7ade1c6e7ec0cb4d2c54ee

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b86623f2b43acab4f9c5ad2bb94c41f3e66ca3f494029d8179f127380773bff1",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2024-11-17T21:30:48Z",
    "title_canon_sha256": "70e3be844a3d492180c883646f31f692b8ee5f80bb4a27a09dc347f50a7f2d47"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.11180",
    "kind": "arxiv",
    "version": 1
  }
}