Pith Number

pith:X3EFSBVR

pith:2023:X3EFSBVRZHBD2QDOPYNPYCQOE4

not attested not anchored not stored refs pending

Label-Free Concept Bottleneck Models

Lam M. Nguyen, Subhro Das, Tsui-Wei Weng, Tuomas Oikarinen

arxiv:2304.06129 v2 · 2023-04-12 · cs.LG · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X3EFSBVRZHBD2QDOPYNPYCQOE4}

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

14 papers in Pith

Bridging Vision and Language Concepts through Optimal Transport Semantic Flow

Concept Flow Models: Anchoring Concept-Based Reasoning with Hierarchical Bottlenecks

Boosting Ultrasound Image Classification via Attribute-Guided Dual-Branch Framework

3D-CBM: A Framework for Concept-Based Interpretability in Generative 3D Modeling

Bridging Expert Knowledge and Automated Feature Engineering via Self-Evolution

Receipt and verification

First computed	2026-07-05T06:17:28.606545Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bec85906b1c9c23d406e7e1afc0a0e27209e3455b81fe445b50e3cc5c02aa315

Aliases

arxiv: 2304.06129 · arxiv_version: 2304.06129v2 · doi: 10.48550/arxiv.2304.06129 · pith_short_12: X3EFSBVRZHBD · pith_short_16: X3EFSBVRZHBD2QDO · pith_short_8: X3EFSBVR

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/X3EFSBVRZHBD2QDOPYNPYCQOE4 \
  | 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: bec85906b1c9c23d406e7e1afc0a0e27209e3455b81fe445b50e3cc5c02aa315

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5c9086532df107fa66f327b5f9b6823fecdf39846a0e284ea227d4f1ee3143f3",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-04-12T19:27:09Z",
    "title_canon_sha256": "8ce26b755d0d288981338418df6c696eeb1a8126c475de0a2fca311f4a4bce00"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2304.06129",
    "kind": "arxiv",
    "version": 2
  }
}