Pith Number

pith:LW2K5JNF

pith:2021:LW2K5JNFJZYA54N3DDT5JL3R7Y

not attested not anchored not stored refs pending

Probabilistic Forecasting with Generative Networks via Scoring Rule Minimization

Lorenzo Pacchiardi, Peter Dueben, Rilwan Adewoyin, Ritabrata Dutta

arxiv:2112.08217 v3 · 2021-12-15 · stat.ML · 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{LW2K5JNFJZYA54N3DDT5JL3R7Y}

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	2026-07-05T07:52:06.736174Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5db4aea5a54e700ef1bb18e7d4af71fe153bb2c5fcc39d05373c49133b384af5

Aliases

arxiv: 2112.08217 · arxiv_version: 2112.08217v3 · doi: 10.48550/arxiv.2112.08217 · pith_short_12: LW2K5JNFJZYA · pith_short_16: LW2K5JNFJZYA54N3 · pith_short_8: LW2K5JNF

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/LW2K5JNFJZYA54N3DDT5JL3R7Y \
  | 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: 5db4aea5a54e700ef1bb18e7d4af71fe153bb2c5fcc39d05373c49133b384af5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "539b307284c890b84c33ec343cb8e80436b99a3f51a7a917d7bb5a57f402dd76",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-12-15T15:51:12Z",
    "title_canon_sha256": "a508b48f3793f650d07d5c9bcedd65a572aac2069f4944704948347174a2207d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.08217",
    "kind": "arxiv",
    "version": 3
  }
}