Pith. sign in
Pith Number

pith:Y4EXHCX6

pith:2019:Y4EXHCX6NOYNM3IY7OTXSKM45U
not attested not anchored not stored refs pending

Sampling, Intervention, Prediction, Aggregation: A Generalized Framework for Model-Agnostic Interpretations

Bernd Bischl, Christian A. Scholbeck, Christian Heumann, Christoph Molnar, Giuseppe Casalicchio

arxiv:1904.03959 v4 · 2019-04-08 · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{Y4EXHCX6NOYNM3IY7OTXSKM45U}

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 2026-07-05T00:51:28.037766Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

c709738afe6bb0d66d18fba779299ced2e857c4a3868ae6d0cf2425daa4977f7

Aliases

arxiv: 1904.03959 · arxiv_version: 1904.03959v4 · doi: 10.48550/arxiv.1904.03959 · pith_short_12: Y4EXHCX6NOYN · pith_short_16: Y4EXHCX6NOYNM3IY · pith_short_8: Y4EXHCX6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/Y4EXHCX6NOYNM3IY7OTXSKM45U \
  | 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: c709738afe6bb0d66d18fba779299ced2e857c4a3868ae6d0cf2425daa4977f7
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "67964ade317ddb207037cbe2f5e869aed1c6c80a3cf7d9932e18d0f48aa29a5d",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-04-08T11:20:04Z",
    "title_canon_sha256": "d2fb8f2f6c5ef36b643dd57825e012363054c19082ed28e7eca7edc5e5f2bb84"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1904.03959",
    "kind": "arxiv",
    "version": 4
  }
}