Pith Number

pith:LNX4ZISJ

pith:2021:LNX4ZISJ55B5VOM7NIQHRBWN6U

not attested not anchored not stored refs pending

Do Concept Bottleneck Models Learn as Intended?

Adrian Weller, Andrei Margeloiu, Mateja Jamnik, Matthew Ashman, Umang Bhatt, Yanzhi Chen

arxiv:2105.04289 v1 · 2021-05-10 · cs.LG · cs.AI

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\usepackage{pith}
\pithnumber{LNX4ZISJ55B5VOM7NIQHRBWN6U}

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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

12 papers in Pith

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

In Defense of Information Leakage in Concept-based Models

GRAPE: Graph-Augmented Prototype Explanations for Interactive Medical Image Diagnosis

Caption Bottleneck Models

Inside the Visual Mind: Neuroscience-Motivated Concept Circuits for Interpreting and Steering Vision Transformers

Receipt and verification

First computed	2026-07-05T02:38:55.625747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b6fcca249ef43dab99f6a207886cdf525dcf23b12571accbdae4aa66a29024d

Aliases

arxiv: 2105.04289 · arxiv_version: 2105.04289v1 · doi: 10.48550/arxiv.2105.04289 · pith_short_12: LNX4ZISJ55B5 · pith_short_16: LNX4ZISJ55B5VOM7 · pith_short_8: LNX4ZISJ

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/LNX4ZISJ55B5VOM7NIQHRBWN6U \
  | 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: 5b6fcca249ef43dab99f6a207886cdf525dcf23b12571accbdae4aa66a29024d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3e7ed771e2ca0eb7a4d7ec8cf3185eb99e6aadc8246cc97b98bf28d95eba0d4f",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-05-10T12:00:52Z",
    "title_canon_sha256": "1886861df40bfe202005efe37a0df3093f89a2af37ff79d717fcf9a733ad5d6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2105.04289",
    "kind": "arxiv",
    "version": 1
  }
}