Pith. sign in
Pith Number

pith:4JIKVWK5

pith:2025:4JIKVWK5K2RY56OCS7ETZXKUO2
not attested not anchored not stored refs pending

Actionable Counterfactual Explanations Using Bayesian Networks and Path Planning with Applications to Environmental Quality Improvement

Concha Bielza, Enrique Valero-Leal, Pedro Larra\~naga

arxiv:2508.02634 v1 · 2025-08-04 · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{4JIKVWK5K2RY56OCS7ETZXKUO2}

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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 2026-07-05T11:48:17.652038Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

e250aad95d56a38ef9c297c93cdd547698127f88662b77f32a61c1408b17da9f

Aliases

arxiv: 2508.02634 · arxiv_version: 2508.02634v1 · doi: 10.48550/arxiv.2508.02634 · pith_short_12: 4JIKVWK5K2RY · pith_short_16: 4JIKVWK5K2RY56OC · pith_short_8: 4JIKVWK5
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/4JIKVWK5K2RY56OCS7ETZXKUO2 \
  | 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: e250aad95d56a38ef9c297c93cdd547698127f88662b77f32a61c1408b17da9f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c1d057958c596a819e82c20d82a78be51a10688a146aa1788a13ded03b405ea9",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-04T17:20:50Z",
    "title_canon_sha256": "bddb62829ef93fa0f1b77e73305b3ee7aba08404867dc46007457ff6075dd283"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.02634",
    "kind": "arxiv",
    "version": 1
  }
}