Pith Number

pith:6AJ53TBK

pith:2023:6AJ53TBKIQCC5RN35R4IMKDREJ

not attested not anchored not stored refs pending

Centralised rehearsal of decentralised cooperation: Multi-agent reinforcement learning for the scalable coordination of residential energy flexibility

Bei Peng, Flora Charbonnier, Malcolm McCulloch, Thomas Morstyn

arxiv:2305.18875 v2 · 2023-05-30 · eess.SY · cs.LG · cs.MA · cs.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{6AJ53TBKIQCC5RN35R4IMKDREJ}

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	2026-07-05T06:17:29.251633Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f013ddcc2a44042ec5bbec78862871224b8dbdd391e695303a8a024716ceba35

Aliases

arxiv: 2305.18875 · arxiv_version: 2305.18875v2 · doi: 10.48550/arxiv.2305.18875 · pith_short_12: 6AJ53TBKIQCC · pith_short_16: 6AJ53TBKIQCC5RN3 · pith_short_8: 6AJ53TBK

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/6AJ53TBKIQCC5RN35R4IMKDREJ \
  | 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: f013ddcc2a44042ec5bbec78862871224b8dbdd391e695303a8a024716ceba35

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c78d02bc7c62da3c7362a5295fba2d858242a8f7270953b6064820e1f2edd67a",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.MA",
      "cs.SY"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2023-05-30T09:17:09Z",
    "title_canon_sha256": "82076e0388a45566e1d9fa0643a081bececc20a670a069efcd2b05df6108395d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18875",
    "kind": "arxiv",
    "version": 2
  }
}