Pith. sign in
Pith Number

pith:DSBQX4WO

pith:2023:DSBQX4WORUWGTVGMNIOIPYSLQD
not attested not anchored not stored refs pending

Selective Concept Models: Permitting Stakeholder Customisation at Test-Time

Adrian Weller, Katherine M. Collins, Krishnamurthy Dvijotham, Matthew Barker, Umang Bhatt

arxiv:2306.08424 v1 · 2023-06-14 · cs.HC · cs.AI · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{DSBQX4WORUWGTVGMNIOIPYSLQD}

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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 2026-07-05T06:20:52.550630Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1c830bf2ce8d2c69d4cc6a1c87e24b80c9741a1210e3c2e080ff920a9db728d0

Aliases

arxiv: 2306.08424 · arxiv_version: 2306.08424v1 · doi: 10.48550/arxiv.2306.08424 · pith_short_12: DSBQX4WORUWG · pith_short_16: DSBQX4WORUWGTVGM · pith_short_8: DSBQX4WO
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DSBQX4WORUWGTVGMNIOIPYSLQD \
  | 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: 1c830bf2ce8d2c69d4cc6a1c87e24b80c9741a1210e3c2e080ff920a9db728d0
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "6df6d6ca1466683d787d338747bf98bd836dbe8562dde9080d15a69bdb804bfc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.HC",
    "submitted_at": "2023-06-14T10:37:13Z",
    "title_canon_sha256": "284e015ac2aa095aee98a96a32b96d794c9abc1e5a9bb166a261735a7f77265a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08424",
    "kind": "arxiv",
    "version": 1
  }
}