Pith Number

pith:NVFXIT2C

pith:2022:NVFXIT2CH5F4LG5IUCA73SO5WX

not attested not anchored not stored refs pending

Automatic Debiased Machine Learning for Dynamic Treatment Effects and General Nested Functionals

Rahul Singh, Vasilis Syrgkanis, Victor Chernozhukov, Whitney Newey

arxiv:2203.13887 v5 · 2022-03-25 · econ.EM · cs.LG · math.ST · stat.ML · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NVFXIT2CH5F4LG5IUCA73SO5WX}

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

Generated outcomes as generated regressors: Equivalences in recursive causal estimation

Receipt and verification

First computed	2026-07-05T06:22:57.776271Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6d4b744f423f4bc59ba8a081fdc9ddb5d8be234f710a96084f4053ca84d3f625

Aliases

arxiv: 2203.13887 · arxiv_version: 2203.13887v5 · doi: 10.48550/arxiv.2203.13887 · pith_short_12: NVFXIT2CH5F4 · pith_short_16: NVFXIT2CH5F4LG5I · pith_short_8: NVFXIT2C

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/NVFXIT2CH5F4LG5IUCA73SO5WX \
  | 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: 6d4b744f423f4bc59ba8a081fdc9ddb5d8be234f710a96084f4053ca84d3f625

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a44223b980337fb3a8e16df2a576aea2b8f7c86cd87baa390ac2383a8f1c530d",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.ML",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "econ.EM",
    "submitted_at": "2022-03-25T19:54:17Z",
    "title_canon_sha256": "207c71657e6cbfe53ff64e398705d3e5d9111ee6b08e9bd914df2cb0721e1070"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.13887",
    "kind": "arxiv",
    "version": 5
  }
}