Pith Number

pith:5PO37S7Q

pith:2026:5PO37S7QFMIXS5AGFYJCL5B6D4

not attested not anchored not stored refs pending

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

Jesper Klicks, Sander Vr\v{z}ina, Vincent Fran\c{c}ois-Lavet

arxiv:2606.27032 v1 · 2026-06-25 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5PO37S7QFMIXS5AGFYJCL5B6D4}

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	2026-06-26T01:16:07.569357Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ebddbfcbf02b117974062e1225f43e1f236cf65f120d195f5167c04fb3b64738

Aliases

arxiv: 2606.27032 · arxiv_version: 2606.27032v1 · doi: 10.48550/arxiv.2606.27032 · pith_short_12: 5PO37S7QFMIX · pith_short_16: 5PO37S7QFMIXS5AG · pith_short_8: 5PO37S7Q

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/5PO37S7QFMIXS5AGFYJCL5B6D4 \
  | 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: ebddbfcbf02b117974062e1225f43e1f236cf65f120d195f5167c04fb3b64738

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f97b7c5b310d7d62a2794f4405ca572d0d3c92a5fff2b2b23e1282b72e2eb4d1",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-06-25T13:39:57Z",
    "title_canon_sha256": "b5bf39477622e8dc82822a3f6aaef8e0ef708dd2b1e16756ecc63ad098842a96"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2606.27032",
    "kind": "arxiv",
    "version": 1
  }
}