Pith Number

pith:EW4TXBJ6

pith:2023:EW4TXBJ6HYNGJC3S2552QKYK3R

not attested not anchored not stored refs pending

On the Use of Reinforcement Learning for Attacking and Defending Load Frequency Control

Amr S. Mohamed, Deepa Kundur

arxiv:2303.15736 v1 · 2023-03-28 · eess.SY · 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{EW4TXBJ6HYNGJC3S2552QKYK3R}

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	2026-07-05T07:44:17.552334Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

25b93b853e3e1a648b72d77ba82b0adc4fc5623b58279b05f5afbf4c0b0aa9d2

Aliases

arxiv: 2303.15736 · arxiv_version: 2303.15736v1 · doi: 10.48550/arxiv.2303.15736 · pith_short_12: EW4TXBJ6HYNG · pith_short_16: EW4TXBJ6HYNGJC3S · pith_short_8: EW4TXBJ6

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/EW4TXBJ6HYNGJC3S2552QKYK3R \
  | 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: 25b93b853e3e1a648b72d77ba82b0adc4fc5623b58279b05f5afbf4c0b0aa9d2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6448728c013157aefd6125266820228632f629839f03ec5274966f770fbdb13b",
    "cross_cats_sorted": [
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-03-28T05:17:51Z",
    "title_canon_sha256": "55eca55c42f7d11e997c29d0d440c185a19adc2e1b74603251043ae893c41052"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.15736",
    "kind": "arxiv",
    "version": 1
  }
}