Pith Number

pith:6TLOX7TP

pith:2022:6TLOX7TPRYLIF73CQDVH6PZUCA

not attested not anchored not stored refs pending

Proximal Policy Optimization Based Reinforcement Learning for Joint Bidding in Energy and Frequency Regulation Markets

Changlong Wang, Frits de Nijs, Hao Wang, Muhammad Anwar

arxiv:2212.06551 v1 · 2022-12-13 · eess.SY · cs.AI · 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{6TLOX7TPRYLIF73CQDVH6PZUCA}

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	2026-07-05T05:24:51.771229Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f4d6ebfe6f8e1682ff6280ea7f3f341019ecbdef3e3c905d2ce05f3613b6819a

Aliases

arxiv: 2212.06551 · arxiv_version: 2212.06551v1 · doi: 10.48550/arxiv.2212.06551 · pith_short_12: 6TLOX7TPRYLI · pith_short_16: 6TLOX7TPRYLIF73C · pith_short_8: 6TLOX7TP

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/6TLOX7TPRYLIF73CQDVH6PZUCA \
  | 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: f4d6ebfe6f8e1682ff6280ea7f3f341019ecbdef3e3c905d2ce05f3613b6819a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8909318787c112e6d1d22d67b6fd7455005cdabfee265140c6ccbf83ee80ab8f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2022-12-13T13:07:31Z",
    "title_canon_sha256": "7c1b39932a0ca020212be02d2a99f061a2232edce4e25b06635f5359e694b5ba"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.06551",
    "kind": "arxiv",
    "version": 1
  }
}