Pith Number

pith:YNCPHIAK

pith:2025:YNCPHIAKRDM65WI4SNLBHHZ4QU

not attested not anchored not stored refs pending

Data-Driven Heat Pump Management: Combining Machine Learning with Anomaly Detection for Residential Hot Water Systems

Albrecht Wurtz, Bestoun S. Ahmed, Manal Rahal, Robert Stener, Roger Renstrom

arxiv:2506.15719 v1 · 2025-06-03 · 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{YNCPHIAKRDM65WI4SNLBHHZ4QU}

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	2026-07-05T11:23:51.068720Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c344f3a00a88d9eed91c9356139f3c851e8a902f6c1f31d479bb6c117794c3a6

Aliases

arxiv: 2506.15719 · arxiv_version: 2506.15719v1 · doi: 10.48550/arxiv.2506.15719 · pith_short_12: YNCPHIAKRDM6 · pith_short_16: YNCPHIAKRDM65WI4 · pith_short_8: YNCPHIAK

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/YNCPHIAKRDM65WI4SNLBHHZ4QU \
  | 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: c344f3a00a88d9eed91c9356139f3c851e8a902f6c1f31d479bb6c117794c3a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ecaae2e2c5c3db8245d5ebee647d775836a80b4bf3b4151b00aec47044864e55",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T20:33:08Z",
    "title_canon_sha256": "f2487f8861ce247aa1ef99619f76cffb2d8469365eb0cd5026892000377d988c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.15719",
    "kind": "arxiv",
    "version": 1
  }
}