Pith Number

pith:QN7G3HYA

pith:2024:QN7G3HYAQJXRMFWKBCI35Q4CCS

not attested not anchored not stored refs pending

Improving Concept Alignment in Vision-Language Concept Bottleneck Models

Adams Wai-Kin Kong, Alex Kot, Nithish Muthuchamy Selvaraj, Xiaobao Guo

arxiv:2405.01825 v2 · 2024-05-03 · cs.CV

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

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\usepackage{pith}
\pithnumber{QN7G3HYAQJXRMFWKBCI35Q4CCS}

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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

2 papers in Pith

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

Engineering Resource-constrained Software Systems with DNN Components: a Concept-based Pruning Approach

Receipt and verification

First computed	2026-07-05T08:58:43.982259Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

837e6d9f00826f1616ca0891bec38214a0cba270da498de9792ab3bc18a70e89

Aliases

arxiv: 2405.01825 · arxiv_version: 2405.01825v2 · doi: 10.48550/arxiv.2405.01825 · pith_short_12: QN7G3HYAQJXR · pith_short_16: QN7G3HYAQJXRMFWK · pith_short_8: QN7G3HYA

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/QN7G3HYAQJXRMFWKBCI35Q4CCS \
  | 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: 837e6d9f00826f1616ca0891bec38214a0cba270da498de9792ab3bc18a70e89

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "14a6708154bcc394368e1094bd2a87a2eef6391b8263965587f3d89c88648180",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2024-05-03T03:02:00Z",
    "title_canon_sha256": "2ef6b9aa073ad4e58115c83f17f9fed2810f843399d8a6f82868b6102cf97001"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.01825",
    "kind": "arxiv",
    "version": 2
  }
}