Pith Number

pith:IFXYKVYF

pith:2023:IFXYKVYFYCHS23GH5F2OYW22OV

not attested not anchored not stored refs pending

A Closer Look at the Intervention Procedure of Concept Bottleneck Models

Namhoon Lee, Sungbin Shin, Sungsoo Ahn, Yohan Jo

arxiv:2302.14260 v3 · 2023-02-28 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{IFXYKVYFYCHS23GH5F2OYW22OV}

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

2 papers in Pith

The Standard Interpretable Model: A general theory of interpretable machine learning to deductively design interpretable methods using Lagrangian mechanics

Concept Inconsistency in Dermoscopic Concept Bottleneck Models: A Rough-Set Analysis of the Derm7pt Dataset

Receipt and verification

First computed	2026-07-05T06:26:46.355897Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

416f855705c08f2d6cc7e974ec5b5a7565d4441c3eed14f7c4d1d49d99db15af

Aliases

arxiv: 2302.14260 · arxiv_version: 2302.14260v3 · doi: 10.48550/arxiv.2302.14260 · pith_short_12: IFXYKVYFYCHS · pith_short_16: IFXYKVYFYCHS23GH · pith_short_8: IFXYKVYF

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/IFXYKVYFYCHS23GH5F2OYW22OV \
  | 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: 416f855705c08f2d6cc7e974ec5b5a7565d4441c3eed14f7c4d1d49d99db15af

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6ab2f61216a28913ec708894a1998bdd2381d8fb59922f09aee3c39c58821114",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-28T02:37:24Z",
    "title_canon_sha256": "f4abe31d2b39a8677662be8534786243788954b3d200012df9378d7a766dbf70"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.14260",
    "kind": "arxiv",
    "version": 3
  }
}