Pith Number

pith:OS64EQNL

pith:2023:OS64EQNLFWVUYAPZF5ZGUIXQTU

not attested not anchored not stored refs pending

Causal Forecasting for Pricing

Douglas Schultz, Johannes Stephan, Julian Sieber, Manuel Kunz, Patrick Doupe, Tim januschowski, Trudie Yeh

arxiv:2312.15282 v3 · 2023-12-23 · 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{OS64EQNLFWVUYAPZF5ZGUIXQTU}

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

Learning Joint Interventional Effects from Single-Variable Interventions in Additive Models

Receipt and verification

First computed	2026-07-05T07:39:12.390322Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

74bdc241ab2dab4c01f92f726a22f09d384995e88ffd1eb9399bd0282f711f1e

Aliases

arxiv: 2312.15282 · arxiv_version: 2312.15282v3 · doi: 10.48550/arxiv.2312.15282 · pith_short_12: OS64EQNLFWVU · pith_short_16: OS64EQNLFWVUYAPZ · pith_short_8: OS64EQNL

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/OS64EQNLFWVUYAPZF5ZGUIXQTU \
  | 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: 74bdc241ab2dab4c01f92f726a22f09d384995e88ffd1eb9399bd0282f711f1e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "30eb7e6976143565f429e7696bfb4cf4d05f28180e0550386b9270a2a3741a26",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-12-23T15:38:22Z",
    "title_canon_sha256": "7a15e3276e661f81e995beb59cf06065509dc3ed73042040ef0c076a98e5b895"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.15282",
    "kind": "arxiv",
    "version": 3
  }
}