Pith Number

pith:LGX6O3P6

pith:2021:LGX6O3P6WFWKVDKR4UTMNKSDIF

not attested not anchored not stored refs pending

Causal Inference in Natural Language Processing: Estimation, Prediction, Interpretation and Beyond

Amir Feder, Brandon M. Stewart, Dhanya Sridhar, Diyi Yang, Emaad Manzoor, Jacob Eisenstein, Justin Grimmer, Katherine A. Keith, Margaret E. Roberts, Reid Pryzant, Roi Reichart, Victor Veitch, Zach Wood-Doughty

arxiv:2109.00725 v2 · 2021-09-02 · cs.CL · 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{LGX6O3P6WFWKVDKR4UTMNKSDIF}

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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

A Review of Causal Decision Making

Receipt and verification

First computed	2026-07-05T04:44:40.630924Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

59afe76dfeb16caa8d51e526c6aa434154494fffac37f8503b9b93b86b738188

Aliases

arxiv: 2109.00725 · arxiv_version: 2109.00725v2 · doi: 10.48550/arxiv.2109.00725 · pith_short_12: LGX6O3P6WFWK · pith_short_16: LGX6O3P6WFWKVDKR · pith_short_8: LGX6O3P6

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/LGX6O3P6WFWKVDKR4UTMNKSDIF \
  | 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: 59afe76dfeb16caa8d51e526c6aa434154494fffac37f8503b9b93b86b738188

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "70e4e446b396f0dcd83c9ef09d05a9e5c4465985f6713f262bdf252ad539566a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2021-09-02T05:40:08Z",
    "title_canon_sha256": "aac5dbc22ce0272f68f01f944d31f6f426c8bac800faed16a34390f1e9a589c6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.00725",
    "kind": "arxiv",
    "version": 2
  }
}