Pith Number

pith:YKIAF7YL

pith:2019:YKIAF7YLAKL6ZZRK577UZ2PA5X

not attested not anchored not stored refs pending

Flow Rate Control in Smart District Heating Systems Using Deep Reinforcement Learning

Jie Liu, Jing Luo, Ping Chen, Tinghao Zhang

arxiv:1912.05313 v1 · 2019-12-01 · eess.SY · cs.AI · cs.LG · cs.SY · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YKIAF7YLAKL6ZZRK577UZ2PA5X}

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	2026-07-05T00:25:34.299246Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c29002ff0b0297ece62aefff4ce9e0edc9ef1d05cac01adc828ce3cf39625813

Aliases

arxiv: 1912.05313 · arxiv_version: 1912.05313v1 · doi: 10.48550/arxiv.1912.05313 · pith_short_12: YKIAF7YLAKL6 · pith_short_16: YKIAF7YLAKL6ZZRK · pith_short_8: YKIAF7YL

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/YKIAF7YLAKL6ZZRK577UZ2PA5X \
  | 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: c29002ff0b0297ece62aefff4ce9e0edc9ef1d05cac01adc828ce3cf39625813

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98ad74d69ed9602797d71e5fe0efc4f5fc5795356d342a1837a0f779f1815cc2",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "cs.SY",
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.SY",
    "submitted_at": "2019-12-01T17:55:51Z",
    "title_canon_sha256": "c7a57d4a31c2eddbe9f27d2baf5cefac457e2b0025779a660fc1b1c87c3dec11"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.05313",
    "kind": "arxiv",
    "version": 1
  }
}