Pith. sign in
Pith Number

pith:JO7NMKYH

pith:2023:JO7NMKYHL3UFCJLZEHFG5EDIFF
not attested not anchored not stored refs pending

Counterfactual Generative Models for Time-Varying Treatments

Minshuo Chen, Shenghao Wu, Shixiang Zhu, Wenbin Zhou

arxiv:2305.15742 v5 · 2023-05-25 · stat.ML · cs.LG · stat.ME

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{JO7NMKYHL3UFCJLZEHFG5EDIFF}

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 2026-07-05T08:43:22.269286Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4bbed62b075ee851257921ca6e90682965394f1195b184aaff27e6df44091b08

Aliases

arxiv: 2305.15742 · arxiv_version: 2305.15742v5 · doi: 10.48550/arxiv.2305.15742 · pith_short_12: JO7NMKYHL3UF · pith_short_16: JO7NMKYHL3UFCJLZ · pith_short_8: JO7NMKYH
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/JO7NMKYHL3UFCJLZEHFG5EDIFF \
  | 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: 4bbed62b075ee851257921ca6e90682965394f1195b184aaff27e6df44091b08
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "a88509608f984b8f28e767cda4fcb63c4da30f9503d42cfaecf604e14d732766",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-05-25T05:45:53Z",
    "title_canon_sha256": "e3a1f5e499c930ab381ee9e00f4c464e024521b12146f9179460cca39648d356"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15742",
    "kind": "arxiv",
    "version": 5
  }
}