Pith Number

pith:IC3JLL5R

pith:2020:IC3JLL5R3ZNHE7ENYJWYQ3SSQL

not attested not anchored not stored refs pending

Learning to rank for uplift modeling

Floris Devriendt, Tias Guns, Wouter Verbeke

arxiv:2002.05897 v1 · 2020-02-14 · 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{IC3JLL5R3ZNHE7ENYJWYQ3SSQL}

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

From Prediction to Incrementality: Causal Optimization for Large-Scale Targeting and Recommendation

Receipt and verification

First computed	2026-07-05T00:40:48.052772Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

40b695afb1de5a727c8dc26d886e5282d0af38cb017e4c9b2cd300968cfc6c47

Aliases

arxiv: 2002.05897 · arxiv_version: 2002.05897v1 · doi: 10.48550/arxiv.2002.05897 · pith_short_12: IC3JLL5R3ZNH · pith_short_16: IC3JLL5R3ZNHE7EN · pith_short_8: IC3JLL5R

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/IC3JLL5R3ZNHE7ENYJWYQ3SSQL \
  | 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: 40b695afb1de5a727c8dc26d886e5282d0af38cb017e4c9b2cd300968cfc6c47

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "21821a0ef68781baa41b5285fa4a44269eaf656f3848f4e6b76e9e09d3924800",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-02-14T07:37:16Z",
    "title_canon_sha256": "9287902f099fa2cc5474575ac15b5d8e47fccaed3ec6f8a9ea778debdad0ab64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2002.05897",
    "kind": "arxiv",
    "version": 1
  }
}