Pith Number

pith:ZECWXA6V

pith:2020:ZECWXA6V6DZ7AF7JH7VHELSZGF

not attested not anchored not stored refs pending

G-Net: A Deep Learning Approach to G-computation for Counterfactual Outcome Prediction Under Dynamic Treatment Regimes

Daby Sow, Jun Li, Li-wei H. Lehman, Mingyu Lu, Mohamed Ghalwash, Prithwish Chakraborty, Rui Li, Zach Shahn

arxiv:2003.10551 v1 · 2020-03-23 · 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{ZECWXA6V6DZ7AF7JH7VHELSZGF}

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

Inferring Effects of Major Events through Discontinuity Forecasting of Population Anxiety

Receipt and verification

First computed	2026-07-05T00:50:18.392272Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c9056b83d5f0f3f017e93fea722e593143465e23a3a6ea8b5fee74c5906e0394

Aliases

arxiv: 2003.10551 · arxiv_version: 2003.10551v1 · doi: 10.48550/arxiv.2003.10551 · pith_short_12: ZECWXA6V6DZ7 · pith_short_16: ZECWXA6V6DZ7AF7J · pith_short_8: ZECWXA6V

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/ZECWXA6V6DZ7AF7JH7VHELSZGF \
  | 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: c9056b83d5f0f3f017e93fea722e593143465e23a3a6ea8b5fee74c5906e0394

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d503ccd13fd4260811357db54b549983486bfebe5aaf0d5e746132d089d5f419",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-03-23T21:08:51Z",
    "title_canon_sha256": "c5ee843bfdcb317d5a3e37708e46fbb97e426eaf2ced7496d3504f5902bc47d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2003.10551",
    "kind": "arxiv",
    "version": 1
  }
}