Pith Number

pith:QQV3DR4G

pith:2023:QQV3DR4GM6MLMK7LJREKCOGTJ3

not attested not anchored not stored refs pending

Causal Deep Learning

Jeroen Berrevoets, Krzysztof Kacprzyk, Mihaela van der Schaar, Zhaozhi Qian

arxiv:2303.02186 v2 · 2023-03-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QQV3DR4GM6MLMK7LJREKCOGTJ3}

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

Trustworthy AI Suffers from Invariance Conflicts and Causality is The Solution

Receipt and verification

First computed	2026-07-05T07:44:53.099360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

842bb1c7866798b62beb4c48a138d34effb975280a14fe6c4b9370892d72d97f

Aliases

arxiv: 2303.02186 · arxiv_version: 2303.02186v2 · doi: 10.48550/arxiv.2303.02186 · pith_short_12: QQV3DR4GM6ML · pith_short_16: QQV3DR4GM6MLMK7L · pith_short_8: QQV3DR4G

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/QQV3DR4GM6MLMK7LJREKCOGTJ3 \
  | 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: 842bb1c7866798b62beb4c48a138d34effb975280a14fe6c4b9370892d72d97f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d2e032961758f5f6db693d1f1e71a7f3be9dbf37c90889c08c5c2e734d440cdb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-03T19:19:18Z",
    "title_canon_sha256": "8991a306a71e5e43d30b4ebe9e3f8919f86f2f99d1fd15af28ddd417b08f5c92"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.02186",
    "kind": "arxiv",
    "version": 2
  }
}