Pith Number

pith:E76PDMD4

pith:2024:E76PDMD4PI3MJBPPKA7QVD6GSI

not attested not anchored not stored refs pending

Stochastic Concept Bottleneck Models

Julia E. Vogt, Moritz Vandenhirtz, Ri\v{c}ards Marcinkevi\v{c}s, Sonia Laguna

arxiv:2406.19272 v2 · 2024-06-27 · 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{E76PDMD4PI3MJBPPKA7QVD6GSI}

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

If Concept Bottlenecks are the Question, are Foundation Models the Answer?

Receipt and verification

First computed	2026-07-05T09:21:46.343732Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

27fcf1b07c7a36c485ef503f0a8fc69217e9ac0b3d7c6a54c02a4ce12d2e4c8e

Aliases

arxiv: 2406.19272 · arxiv_version: 2406.19272v2 · doi: 10.48550/arxiv.2406.19272 · pith_short_12: E76PDMD4PI3M · pith_short_16: E76PDMD4PI3MJBPP · pith_short_8: E76PDMD4

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/E76PDMD4PI3MJBPPKA7QVD6GSI \
  | 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: 27fcf1b07c7a36c485ef503f0a8fc69217e9ac0b3d7c6a54c02a4ce12d2e4c8e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8eed8993d600cbc23ad4997a7c0e7e84caadf0ab9965cd8f5001ad18bb047eb0",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-27T15:38:37Z",
    "title_canon_sha256": "303203303c8b6629cb9b7075e3802c4d8221f586ecab9d80894ac6cfcd08321a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.19272",
    "kind": "arxiv",
    "version": 2
  }
}