Pith Number

pith:DZNZCYR2

pith:2022:DZNZCYR27YPM5PGBMGF22VTFMM

not attested not anchored not stored refs pending

Exploring Transformer Backbones for Heterogeneous Treatment Effect Estimation

Eric P. Xing, Hanlin Zhang, Li Erran Li, Yi-Fan Zhang, Zachary C. Lipton

arxiv:2202.01336 v5 · 2022-02-02 · 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{DZNZCYR27YPM5PGBMGF22VTFMM}

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

Advancing Edge Classification through High-Dimensional Causal Modeling of Node-Edge Interplay

Receipt and verification

First computed	2026-07-05T05:06:54.643928Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1e5b91623afe1ecebcc1618bad5665632b0ff66e2b5c9cb6faf543f77ae2d106

Aliases

arxiv: 2202.01336 · arxiv_version: 2202.01336v5 · doi: 10.48550/arxiv.2202.01336 · pith_short_12: DZNZCYR27YPM · pith_short_16: DZNZCYR27YPM5PGB · pith_short_8: DZNZCYR2

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/DZNZCYR27YPM5PGBMGF22VTFMM \
  | 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: 1e5b91623afe1ecebcc1618bad5665632b0ff66e2b5c9cb6faf543f77ae2d106

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1cd8f58c149c7eb7121b7eb74801333d8b326c90534cb3d97543829b1d87fbca",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-02T23:56:42Z",
    "title_canon_sha256": "1eaadcaf1829bf856cb93d009823ef28b4fb39f074abf278c213f0a03ae8e6a9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.01336",
    "kind": "arxiv",
    "version": 5
  }
}