Pith Number

pith:4U6TPVSG

pith:2024:4U6TPVSGRDQA2WDU6OGHYV6RLC

not attested not anchored not stored refs pending

Enhancing Battery Storage Energy Arbitrage with Deep Reinforcement Learning and Time-Series Forecasting

Joshua Campbell, Manuel Sage, Yaoyao Fiona Zhao

arxiv:2410.20005 v1 · 2024-10-25 · cs.LG · cs.AI · cs.OS · cs.SY · eess.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{4U6TPVSGRDQA2WDU6OGHYV6RLC}

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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

State Representation Matters in Deep Reinforcement Learning: Application to Energy Trading

Receipt and verification

First computed	2026-07-05T09:26:37.321104Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e53d37d64688e00d5874f38c7c57d1588f2a08957a8de9eb63f62e9f6ebfc9af

Aliases

arxiv: 2410.20005 · arxiv_version: 2410.20005v1 · doi: 10.48550/arxiv.2410.20005 · pith_short_12: 4U6TPVSGRDQA · pith_short_16: 4U6TPVSGRDQA2WDU · pith_short_8: 4U6TPVSG

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/4U6TPVSGRDQA2WDU6OGHYV6RLC \
  | 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: e53d37d64688e00d5874f38c7c57d1588f2a08957a8de9eb63f62e9f6ebfc9af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dbaf66fa14d679b674167f1ba8467a0b37cb1ca5e95dd91d293feda64c6cf913",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.OS",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-25T23:18:43Z",
    "title_canon_sha256": "11eb7670cd73f55567a9233e73938cc834a802ffd1c6a6e34f53f0694863c49c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.20005",
    "kind": "arxiv",
    "version": 1
  }
}