Pith Number

pith:Q2U7ETEQ

pith:2019:Q2U7ETEQH3PQW7PQWSQYH2FPB3

not attested not anchored not stored refs pending

Arbitrage of Energy Storage in Electricity Markets with Deep Reinforcement Learning

Hanchen Xu, Junbo Zhang, Xiangyu Zhang, Xiao Li

arxiv:1904.12232 v2 · 2019-04-28 · cs.LG · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q2U7ETEQH3PQW7PQWSQYH2FPB3}

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	2026-05-17T23:47:01.285128Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

86a9f24c903edf0b7df0b4a183e8af0ed4db77c233a658bef4664341bd6ff973

Aliases

arxiv: 1904.12232 · arxiv_version: 1904.12232v2 · doi: 10.48550/arxiv.1904.12232 · pith_short_12: Q2U7ETEQH3PQ · pith_short_16: Q2U7ETEQH3PQW7PQ · pith_short_8: Q2U7ETEQ

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/Q2U7ETEQH3PQW7PQWSQYH2FPB3 \
  | 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: 86a9f24c903edf0b7df0b4a183e8af0ed4db77c233a658bef4664341bd6ff973

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d3d8f485ef4f485316f6bc36e77dc2e5104e988e7c5c8344a3d2e1f0e0f56ecf",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-28T00:08:07Z",
    "title_canon_sha256": "a452158f0817412dfa698e6e803fb9a5651587deeaa92012a05a3d2da6d2de4e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.12232",
    "kind": "arxiv",
    "version": 2
  }
}