Pith Number

pith:DDMGWCZS

pith:2024:DDMGWCZS44KYUSGBRWZWF4DBEV

not attested not anchored not stored refs pending

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL

Martin Tak\'a\v{c}, Nicolas M Cuadrado Avila, Samuel Horv\'ath

arxiv:2412.20946 v2 · 2024-12-30 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DDMGWCZS44KYUSGBRWZWF4DBEV}

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	2026-07-05T11:37:14.424338Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18d86b0b32e7158a48c18db362f0612549b7e89cb01b1cf885f3dc41f8ce197b

Aliases

arxiv: 2412.20946 · arxiv_version: 2412.20946v2 · doi: 10.48550/arxiv.2412.20946 · pith_short_12: DDMGWCZS44KY · pith_short_16: DDMGWCZS44KYUSGB · pith_short_8: DDMGWCZS

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/DDMGWCZS44KYUSGBRWZWF4DBEV \
  | 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: 18d86b0b32e7158a48c18db362f0612549b7e89cb01b1cf885f3dc41f8ce197b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efea80e2d771e185b5aecdaf33de6e1cfa5707e4fc30e186be18f600cc604c0d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-30T13:38:31Z",
    "title_canon_sha256": "e8ad1fba98413fe6a5fd0dcb5cf9f40e24a3c672a428a428d20d943b938ec3e6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.20946",
    "kind": "arxiv",
    "version": 2
  }
}