Pith Number

pith:IOZCAKOH

pith:2022:IOZCAKOH3SA5FHMEJHSHYKQM34

not attested not anchored not stored refs pending

Causal Machine Learning: A Survey and Open Problems

Aengus Lynch, Jean Kaddour, Matt J. Kusner, Qi Liu, Ricardo Silva

arxiv:2206.15475 v3 · 2022-06-30 · cs.LG · 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{IOZCAKOH3SA5FHMEJHSHYKQM34}

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

4 papers in Pith

From Weight Perturbation to Feature Attribution for Explaining Fully Connected Neural Networks

Tabular Foundation Model for Generative Modelling

Predictive and Prescriptive AI toward Optimizing Wildfire Suppression

Advancing Edge Classification through High-Dimensional Causal Modeling of Node-Edge Interplay

Receipt and verification

First computed	2026-05-28T01:04:23.437168Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

43b22029c7dc81d29d8449e47c2a0cdf1c1b577a7a581e30e98fab15338dac14

Aliases

arxiv: 2206.15475 · arxiv_version: 2206.15475v3 · doi: 10.48550/arxiv.2206.15475 · pith_short_12: IOZCAKOH3SA5 · pith_short_16: IOZCAKOH3SA5FHME · pith_short_8: IOZCAKOH

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/IOZCAKOH3SA5FHMEJHSHYKQM34 \
  | 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: 43b22029c7dc81d29d8449e47c2a0cdf1c1b577a7a581e30e98fab15338dac14

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b3bd12be4b6e184981e3d961fab962bd1ee52ee08f3dcf88429d5c6f08f75cbc",
    "cross_cats_sorted": [
      "stat.ME"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-30T17:59:15Z",
    "title_canon_sha256": "ab02ae853bad03594ce12ff6a8c77ed589c92197752871448728055caa9653d2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.15475",
    "kind": "arxiv",
    "version": 3
  }
}