Pith Number

pith:2AGO26RB

pith:2024:2AGO26RBESVF6PQNCRJ7NUUGO4

not attested not anchored not stored refs pending

Concept Bottleneck Models Without Predefined Concepts

Julian Schur, Max Argus, Simon Schrodi, Thomas Brox

arxiv:2407.03921 v1 · 2024-07-04 · 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{2AGO26RBESVF6PQNCRJ7NUUGO4}

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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

3 papers in Pith

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

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

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

Receipt and verification

First computed	2026-07-05T08:40:26.020492Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d00ced7a2124aa5f3e0d1453f6d2867718633b2c0589eabb8ab091bd78da970e

Aliases

arxiv: 2407.03921 · arxiv_version: 2407.03921v1 · doi: 10.48550/arxiv.2407.03921 · pith_short_12: 2AGO26RBESVF · pith_short_16: 2AGO26RBESVF6PQN · pith_short_8: 2AGO26RB

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/2AGO26RBESVF6PQNCRJ7NUUGO4 \
  | 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: d00ced7a2124aa5f3e0d1453f6d2867718633b2c0589eabb8ab091bd78da970e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cd6725e270ee0b8d01662584cf3aa61f3651d62d5f836dba5a261dcab50e2519",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-04T13:34:50Z",
    "title_canon_sha256": "c11a6c8762b1189bab4d98743ee21c0f3df2242d7dd2b61a5d54939f1a6dbbc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.03921",
    "kind": "arxiv",
    "version": 1
  }
}