Pith Number

pith:5XNWVIVU

pith:2019:5XNWVIVUZ445QIZG42QCIMTGIX

not attested not anchored not stored refs pending

Preserving Causal Constraints in Counterfactual Explanations for Machine Learning Classifiers

Amit Sharma, Chenhao Tan, Divyat Mahajan

arxiv:1912.03277 v3 · 2019-12-06 · cs.LG · cs.AI · 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{5XNWVIVUZ445QIZG42QCIMTGIX}

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

3 papers in Pith

PACE: A Neuro-Symbolic Framework for Plausible and Actionable Counterfactual Explanations

Causal Algorithmic Recourse: Foundations and Methods

From Universal to Individualized Actionability: Revisiting Personalization in Algorithmic Recourse

Receipt and verification

First computed	2026-07-05T01:09:56.865373Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eddb6aa2b4cf39d82326e6a024326645ec84a42908b3ca84287b380ecdb0bc58

Aliases

arxiv: 1912.03277 · arxiv_version: 1912.03277v3 · doi: 10.48550/arxiv.1912.03277 · pith_short_12: 5XNWVIVUZ445 · pith_short_16: 5XNWVIVUZ445QIZG · pith_short_8: 5XNWVIVU

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/5XNWVIVUZ445QIZG42QCIMTGIX \
  | 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: eddb6aa2b4cf39d82326e6a024326645ec84a42908b3ca84287b380ecdb0bc58

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "52348bc93013e249feae2b0337bd9003345e5799853a9565303d6b151c627e17",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-06T18:16:29Z",
    "title_canon_sha256": "d0a1808e4a873feab1f03ae48e812f36340477dc1bcef08d315fc1ef7911158c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.03277",
    "kind": "arxiv",
    "version": 3
  }
}