Pith Number

pith:L5DD2CO5

pith:2024:L5DD2CO5LSRQNMTJFSWOZEQWHN

not attested not anchored not stored refs pending

Uplift modeling with continuous treatments: A predict-then-optimize approach

Christopher Bockel-Rickermann, Simon De Vos, Stefan Lessmann, Wouter Verbeke

arxiv:2412.09232 v2 · 2024-12-12 · 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{L5DD2CO5LSRQNMTJFSWOZEQWHN}

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

Principles and Guidelines for Randomized Controlled Trials in AI Evaluation

Receipt and verification

First computed	2026-07-05T11:05:37.250785Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5f463d09dd5ca306b2692cacec92163b766fd430c3f9f22342b004c706007057

Aliases

arxiv: 2412.09232 · arxiv_version: 2412.09232v2 · doi: 10.48550/arxiv.2412.09232 · pith_short_12: L5DD2CO5LSRQ · pith_short_16: L5DD2CO5LSRQNMTJ · pith_short_8: L5DD2CO5

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/L5DD2CO5LSRQNMTJFSWOZEQWHN \
  | 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: 5f463d09dd5ca306b2692cacec92163b766fd430c3f9f22342b004c706007057

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "66e25973f742175669d00a132a3f4013a35da267ca64f3df593dc0d39226e17d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-12T12:43:42Z",
    "title_canon_sha256": "8c607e1b18152d57adc029d737489b1b390c0074b8be6d03c43843a2819988ad"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.09232",
    "kind": "arxiv",
    "version": 2
  }
}