Pith Number

pith:P3SPDQAD

pith:2021:P3SPDQADZM52G5XSKCF6WGKBZ4

not attested not anchored not stored refs pending

Directive Explanations for Actionable Explainability in Machine Learning Applications

Eduardo Velloso, Frank Vetere, Liz Sonenberg, Paul Dourish, Piers Howe, Ronal Singh, Tim Miller

arxiv:2102.02671 v1 · 2021-02-03 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{P3SPDQADZM52G5XSKCF6WGKBZ4}

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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

Evaluating Actionability in Explainable AI

Receipt and verification

First computed	2026-07-05T02:12:50.689112Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ee4f1c003cb3ba376f2508beb1941cf073c0e85307946a30dfe131cd7f879e6

Aliases

arxiv: 2102.02671 · arxiv_version: 2102.02671v1 · doi: 10.48550/arxiv.2102.02671 · pith_short_12: P3SPDQADZM52 · pith_short_16: P3SPDQADZM52G5XS · pith_short_8: P3SPDQAD

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/P3SPDQADZM52G5XSKCF6WGKBZ4 \
  | 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: 7ee4f1c003cb3ba376f2508beb1941cf073c0e85307946a30dfe131cd7f879e6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f90514c98c2d2a179c443da7398695ca852b754158c68b63b5111ce37cb48eb3",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-02-03T01:46:55Z",
    "title_canon_sha256": "466de9f46e6ae29a5cc12f29dc4ee4e88da06212446462364f253694a5407eee"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2102.02671",
    "kind": "arxiv",
    "version": 1
  }
}