Pith Number

pith:DGE22RP3

pith:2024:DGE22RP3XIEK7E4INJ5D3Y6AUE

not attested not anchored not stored refs pending

Counterfactual Concept Bottleneck Models

Francesco Giannini, Gabriele Dominici, Giuseppe Marra, Marc Langheinrich, Martin Gjoreski, Pietro Barbiero

arxiv:2402.01408 v3 · 2024-02-02 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DGE22RP3XIEK7E4INJ5D3Y6AUE}

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

In Defense of Information Leakage in Concept-based Models

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

Receipt and verification

First computed	2026-07-05T10:17:06.462532Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1989ad45fbba08af93886a7a3de3c0a100f90b3cf30ac52a842e7d4be1f113bb

Aliases

arxiv: 2402.01408 · arxiv_version: 2402.01408v3 · doi: 10.48550/arxiv.2402.01408 · pith_short_12: DGE22RP3XIEK · pith_short_16: DGE22RP3XIEK7E4I · pith_short_8: DGE22RP3

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/DGE22RP3XIEK7E4INJ5D3Y6AUE \
  | 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: 1989ad45fbba08af93886a7a3de3c0a100f90b3cf30ac52a842e7d4be1f113bb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "db521fe7f8652f56ddebae567086869339e17889cf459df700d758eb8ca86526",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T13:42:12Z",
    "title_canon_sha256": "856df14979091aa8cbe8d478978a1cf43aa612f57cb31d3374f3f329c9eb5c72"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01408",
    "kind": "arxiv",
    "version": 3
  }
}