Pith Number

pith:7QSL6IBF

pith:2024:7QSL6IBFTKQMIZ3OLLNHFHRYOD

not attested not anchored not stored refs pending

G-Transformer: Counterfactual Outcome Prediction under Dynamic and Time-varying Treatment Regimes

Feng Wu, Hong Xiong, Leon Deng, Li-wei H Lehman, Megan Su

arxiv:2406.05504 v4 · 2024-06-08 · 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{7QSL6IBFTKQMIZ3OLLNHFHRYOD}

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.

Receipt and verification

First computed	2026-07-05T09:11:47.471907Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fc24bf20259aa0c4676e5ada729e3870fde41c68aae5f5a7f364b8ce1011b5b7

Aliases

arxiv: 2406.05504 · arxiv_version: 2406.05504v4 · doi: 10.48550/arxiv.2406.05504 · pith_short_12: 7QSL6IBFTKQM · pith_short_16: 7QSL6IBFTKQMIZ3O · pith_short_8: 7QSL6IBF

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/7QSL6IBFTKQMIZ3OLLNHFHRYOD \
  | 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: fc24bf20259aa0c4676e5ada729e3870fde41c68aae5f5a7f364b8ce1011b5b7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ba4267df2d73dbd8a519b3ffce9b24e1341a347887ca660203df1ab41a9fff55",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-08T16:04:33Z",
    "title_canon_sha256": "59e677d5d5bc6f22f8a1125af9353a4ae80c56b67f1c652843e18653be806031"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.05504",
    "kind": "arxiv",
    "version": 4
  }
}