Pith Number

pith:PZYDMPW6

pith:2024:PZYDMPW6ARF6KB54KUISDJRAKF

not attested not anchored not stored refs pending

Learning a local trading strategy: deep reinforcement learning for grid-scale renewable energy integration

Caleb Ju, Constance Crozier

arxiv:2411.15422 v1 · 2024-11-23 · cs.LG · cs.AI · cs.SY · eess.SY · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{PZYDMPW6ARF6KB54KUISDJRAKF}

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	2026-07-05T09:39:34.396495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7e70363ede044be507bc551121a620514fdeec004d49d1916bae01d7dc403436

Aliases

arxiv: 2411.15422 · arxiv_version: 2411.15422v1 · doi: 10.48550/arxiv.2411.15422 · pith_short_12: PZYDMPW6ARF6 · pith_short_16: PZYDMPW6ARF6KB54 · pith_short_8: PZYDMPW6

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/PZYDMPW6ARF6KB54KUISDJRAKF \
  | 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: 7e70363ede044be507bc551121a620514fdeec004d49d1916bae01d7dc403436

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e87a89d971a3bd3917e053ba45f9ea274b57cb343ad96888487e51dcde4f4380",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.SY",
      "eess.SY",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-23T02:55:38Z",
    "title_canon_sha256": "dca0e001c10afb17b6f0364109e48bde9ffc5d1b79bc05af7c027cd1a91f370a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.15422",
    "kind": "arxiv",
    "version": 1
  }
}