Pith Number

pith:HPVV24ZC

pith:2021:HPVV24ZCERYL7LWH3RRPKQCB5O

not attested not anchored not stored refs pending

From Predictions to Decisions: The Importance of Joint Predictive Distributions

Benjamin Van Roy, Chao Qin, Ian Osband, Mohammad Asghari, Morteza Ibrahimi, Vikranth Dwaracherla, Xiuyuan Lu, Zheng Wen

arxiv:2107.09224 v3 · 2021-07-20 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{HPVV24ZCERYL7LWH3RRPKQCB5O}

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.

Cited by

1 paper in Pith

Provable Uncertainty Decomposition via Higher-Order Calibration

Receipt and verification

First computed	2026-07-05T04:25:43.782974Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3beb5d73222470bfaec7dc62f54041eb88cc066b318793168dcdb1344fe3f5c6

Aliases

arxiv: 2107.09224 · arxiv_version: 2107.09224v3 · doi: 10.48550/arxiv.2107.09224 · pith_short_12: HPVV24ZCERYL · pith_short_16: HPVV24ZCERYL7LWH · pith_short_8: HPVV24ZC

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/HPVV24ZCERYL7LWH3RRPKQCB5O \
  | 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: 3beb5d73222470bfaec7dc62f54041eb88cc066b318793168dcdb1344fe3f5c6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a5cc771cd66c9c9018781feaab0a0ef31e6cdd35a9d3c2e78e165e33240b1144",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-20T01:55:01Z",
    "title_canon_sha256": "9b4fb5a02866a0694fb7b8ca0aa77ccee6725b955442731f97bf4eb66bb6025e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.09224",
    "kind": "arxiv",
    "version": 3
  }
}