Pith Number

pith:F2QCBDJ6

pith:2022:F2QCBDJ6M5U64DJD2T5PFHB7GJ

not attested not anchored not stored refs pending

Causal Transformer for Estimating Counterfactual Outcomes

Dennis Frauen, Stefan Feuerriegel, Valentyn Melnychuk

arxiv:2204.07258 v2 · 2022-04-14 · 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{F2QCBDJ6M5U64DJD2T5PFHB7GJ}

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

Medical world models in healthcare: foundations, applications, and challenges for trustworthy clinical translation

Receipt and verification

First computed	2026-07-05T04:28:44.029081Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2ea0208d3e6769ee0d23d4faf29c3f326a5791ed680a64b33b5bd70eb9383801

Aliases

arxiv: 2204.07258 · arxiv_version: 2204.07258v2 · doi: 10.48550/arxiv.2204.07258 · pith_short_12: F2QCBDJ6M5U6 · pith_short_16: F2QCBDJ6M5U64DJD · pith_short_8: F2QCBDJ6

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/F2QCBDJ6M5U64DJD2T5PFHB7GJ \
  | 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: 2ea0208d3e6769ee0d23d4faf29c3f326a5791ed680a64b33b5bd70eb9383801

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fdd73efbe23bf1e6393628f2a7006a6ec8c33f996e1001a520b2c56b4742dc2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-14T22:40:09Z",
    "title_canon_sha256": "bf7a58596078efff95a2ee93182f159cf4a0c2788609e6bfca6ba25644d9fe08"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.07258",
    "kind": "arxiv",
    "version": 2
  }
}