Pith Number

pith:4MV2S577

pith:2023:4MV2S5773XWT7OGKPXEV56I32D

not attested not anchored not stored refs pending

Bounding probabilities of causation through the causal marginal problem

Atalanti A. Mastakouri, Dominik Janzing, Numair Sani

arxiv:2304.02023 v1 · 2023-04-04 · stat.ML · cs.IT · math.IT · stat.ME

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{4MV2S5773XWT7OGKPXEV56I32D}

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

2 papers in Pith

Estimating Joint Interventional Distributions from Marginal Interventional Data

Fast Wasserstein rates for estimating probability distributions of probabilistic graphical models

Receipt and verification

First computed	2026-07-05T05:58:21.289301Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e32ba977ffdded3fb8ca7dc95ef91bd0c1571c6847449b376235e49c082f2592

Aliases

arxiv: 2304.02023 · arxiv_version: 2304.02023v1 · doi: 10.48550/arxiv.2304.02023 · pith_short_12: 4MV2S5773XWT · pith_short_16: 4MV2S5773XWT7OGK · pith_short_8: 4MV2S577

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/4MV2S5773XWT7OGKPXEV56I32D \
  | 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: e32ba977ffdded3fb8ca7dc95ef91bd0c1571c6847449b376235e49c082f2592

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b79c10ab49064ac10537bb1489cb116a4d1eac20fd8279ab263457af7b129ba6",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-04-04T12:16:38Z",
    "title_canon_sha256": "2f4c1970cf90c5a579c47a920fe31911c5a3f3385859fbb7e2330e4b9619e60c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.02023",
    "kind": "arxiv",
    "version": 1
  }
}