Pith Number

pith:VZ6ILZ3H

pith:2023:VZ6ILZ3HUZCAEOY25RYW4UPJHP

not attested not anchored not stored refs pending

On-line reinforcement learning for optimization of real-life energy trading strategy

{\L}ukasz Lepak, Pawe{\l} Wawrzy\'nski

arxiv:2303.16266 v3 · 2023-03-28 · cs.LG · q-fin.TR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VZ6ILZ3HUZCAEOY25RYW4UPJHP}

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	2026-07-05T07:44:53.435755Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ae7c85e767a644023b1aec716e51e93bd9aaeb35f26be28fea38709b157ce28b

Aliases

arxiv: 2303.16266 · arxiv_version: 2303.16266v3 · doi: 10.48550/arxiv.2303.16266 · pith_short_12: VZ6ILZ3HUZCA · pith_short_16: VZ6ILZ3HUZCAEOY2 · pith_short_8: VZ6ILZ3H

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/VZ6ILZ3HUZCAEOY25RYW4UPJHP \
  | 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: ae7c85e767a644023b1aec716e51e93bd9aaeb35f26be28fea38709b157ce28b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d38f2544dfa0a7629166b2106f30fd0f2e6fc252d634d2f2bee2f3744dc69d62",
    "cross_cats_sorted": [
      "q-fin.TR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-28T19:27:02Z",
    "title_canon_sha256": "e0e14248cc6b18c3b471111ebabb93558ea2f684a5e996d76a6fc5412be3bb14"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.16266",
    "kind": "arxiv",
    "version": 3
  }
}