Pith Number

pith:OKPNNQTN

pith:2019:OKPNNQTNP23ZHKVFQT4ZPZY2I4

not attested not anchored not stored refs pending

Explaining Machine Learning Classifiers through Diverse Counterfactual Explanations

Amit Sharma, Chenhao Tan, Ramaravind Kommiya Mothilal

arxiv:1905.07697 v2 · 2019-05-19 · cs.LG · cs.CY · 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{OKPNNQTNP23ZHKVFQT4ZPZY2I4}

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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.

Cited by

1 paper in Pith

Tabular Diffusion based Actionable Counterfactual Explanations for Network Intrusion Detection

Receipt and verification

First computed	2026-07-05T00:24:26.617012Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

729ed6c26d7eb793aaa584f997e71a473610826740fe65b80fb2386499a3b2a6

Aliases

arxiv: 1905.07697 · arxiv_version: 1905.07697v2 · doi: 10.48550/arxiv.1905.07697 · pith_short_12: OKPNNQTNP23Z · pith_short_16: OKPNNQTNP23ZHKVF · pith_short_8: OKPNNQTN

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/OKPNNQTNP23ZHKVFQT4ZPZY2I4 \
  | 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: 729ed6c26d7eb793aaa584f997e71a473610826740fe65b80fb2386499a3b2a6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5d96a3fadd0a36084abcf7c8d892fddf402701c313bda13839e7661aa357c5f4",
    "cross_cats_sorted": [
      "cs.CY",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-19T07:23:01Z",
    "title_canon_sha256": "be19baaf04665b56f4f7ef69fc6ff74a2bdff42ff2a522db01fb5cbef5aa9193"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.07697",
    "kind": "arxiv",
    "version": 2
  }
}