Pith Number

pith:TGJ2LX5C

pith:2022:TGJ2LX5C35ZZAZMKN2A5REGRLI

not attested not anchored not stored refs pending

Heterogeneous Synthetic Learner for Panel Data

Hengrui Cai, Rui Song, Runzhe Wan, Ye Shen

arxiv:2212.14580 v2 · 2022-12-30 · stat.ML · cs.LG · math.ST · stat.ME · stat.TH

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TGJ2LX5C35ZZAZMKN2A5REGRLI}

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

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T05:36:32.410693Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9993a5dfa2df7390658a6e81d890d15a14d4b6d5fc43099a15c813332a313766

Aliases

arxiv: 2212.14580 · arxiv_version: 2212.14580v2 · doi: 10.48550/arxiv.2212.14580 · pith_short_12: TGJ2LX5C35ZZ · pith_short_16: TGJ2LX5C35ZZAZMK · pith_short_8: TGJ2LX5C

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/TGJ2LX5C35ZZAZMKN2A5REGRLI \
  | 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: 9993a5dfa2df7390658a6e81d890d15a14d4b6d5fc43099a15c813332a313766

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6199f11e6462a9a40628668e5b60e3fcee694995171d66c76a87a1ec2d7bfa9b",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.ME",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-12-30T07:39:56Z",
    "title_canon_sha256": "0ff82ef8be7b9ae170d85cd2845b65e39358e763abacb53173dad64d35153c79"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.14580",
    "kind": "arxiv",
    "version": 2
  }
}