Pith Number

pith:V2TRBCZY

pith:2019:V2TRBCZY4MTUAPZAD54NBKPC5R

not attested not anchored not stored refs pending

Counterfactual Off-Policy Evaluation with Gumbel-Max Structural Causal Models

David Sontag, Michael Oberst

arxiv:1905.05824 v3 · 2019-05-14 · 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{V2TRBCZY4MTUAPZAD54NBKPC5R}

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

To Measure or Not: A Cost-Sensitive, Selective Measuring Environment for Agricultural Management Decisions with Reinforcement Learning

Receipt and verification

First computed	2026-07-05T02:19:53.001570Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aea7108b38e327403f201f78d0a9e2ec57d96f3fd0b5a00c9151879a04bd42ab

Aliases

arxiv: 1905.05824 · arxiv_version: 1905.05824v3 · doi: 10.48550/arxiv.1905.05824 · pith_short_12: V2TRBCZY4MTU · pith_short_16: V2TRBCZY4MTUAPZA · pith_short_8: V2TRBCZY

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/V2TRBCZY4MTUAPZAD54NBKPC5R \
  | 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: aea7108b38e327403f201f78d0a9e2ec57d96f3fd0b5a00c9151879a04bd42ab

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cfbac66950568c46e4a12425bd3a531d74d613f7c7361e192fa821434b3dd259",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-14T20:18:31Z",
    "title_canon_sha256": "dd5a0821e3adc4c33f39e03e9168a71ba114944fa61829d2259651ec61f3efe8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05824",
    "kind": "arxiv",
    "version": 3
  }
}