Pith Number

pith:22UHRUXH

pith:2023:22UHRUXHZ5ID4QRNJEKWATV7WB

not attested not anchored not stored refs pending

ProbPNN: Enhancing Deep Probabilistic Forecasting with Statistical Information

Benedikt Heidrich, Kaleb Phipps, Marian Turowski, Oliver Neumann, Ralf Mikut, Veit Hagenmeyer

arxiv:2302.02597 v1 · 2023-02-06 · 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{22UHRUXHZ5ID4QRNJEKWATV7WB}

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	2026-07-05T05:39:04.978105Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d6a878d2e7cf503e422d4915604ebfb062ddcade2220b4f46df69bb31c70f8c1

Aliases

arxiv: 2302.02597 · arxiv_version: 2302.02597v1 · doi: 10.48550/arxiv.2302.02597 · pith_short_12: 22UHRUXHZ5ID · pith_short_16: 22UHRUXHZ5ID4QRN · pith_short_8: 22UHRUXH

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/22UHRUXHZ5ID4QRNJEKWATV7WB \
  | 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: d6a878d2e7cf503e422d4915604ebfb062ddcade2220b4f46df69bb31c70f8c1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "41625e213798fcdf5c8cf2fe87f0fdcac5840ab2cf584f6df13004c85c06b49a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-06T07:17:31Z",
    "title_canon_sha256": "36a11cbdeb328d29f63777107a7e62dcffeb39b87ce8e5b10984c859f395e063"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.02597",
    "kind": "arxiv",
    "version": 1
  }
}