Pith Number

pith:WKUEKNRO

pith:2024:WKUEKNROJHAOGJXEOMJ26J5VII

not attested not anchored not stored refs pending

Generative Intervention Models for Causal Perturbation Modeling

Andreas Krause, Bernhard Sch\"olkopf, Lars Lorch, Niki Kilbertus, Nora Schneider

arxiv:2411.14003 v2 · 2024-11-21 · 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{WKUEKNROJHAOGJXEOMJ26J5VII}

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.

Receipt and verification

First computed	2026-07-05T11:29:34.208828Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b2a845362e49c0e326e47313af27b542017434e8d8a65d8c26417083d050cfcc

Aliases

arxiv: 2411.14003 · arxiv_version: 2411.14003v2 · doi: 10.48550/arxiv.2411.14003 · pith_short_12: WKUEKNROJHAO · pith_short_16: WKUEKNROJHAOGJXE · pith_short_8: WKUEKNRO

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/WKUEKNROJHAOGJXEOMJ26J5VII \
  | 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: b2a845362e49c0e326e47313af27b542017434e8d8a65d8c26417083d050cfcc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "815c48181a1f3f7b89edc9492b04a730290df069082bc3a6d59978a9116afed2",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-21T10:37:57Z",
    "title_canon_sha256": "649bf39c5c04a75ddde9c5b49b07b4c6cf4ae94410794e980baaf9b71011b2ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.14003",
    "kind": "arxiv",
    "version": 2
  }
}