Pith Number

pith:SUXA3LKE

pith:2025:SUXA3LKEZOVLP3SILASILNRKS2

not attested not anchored not stored refs pending

Deferring Concept Bottleneck Models: Learning to Defer Interventions to Inaccurate Experts

Andrea Pugnana, Davide Bacciu, Fosca Giannotti, Francesco Giannini, Gabriele Dominici, Mateo Espinosa Zarlenga, Pietro Barbiero, Riccardo Massidda, Roberto Pellungrini

arxiv:2503.16199 v1 · 2025-03-20 · 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{SUXA3LKEZOVLP3SILASILNRKS2}

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

3 papers in Pith

In Defense of Information Leakage in Concept-based Models

Measuring What Matters: Synthetic Benchmarks for Concept Bottleneck Models

Concepts Worth Having: Refining VLM-Guided Concept Bottleneck Models with Minimal Annotations

Receipt and verification

First computed	2026-07-05T10:36:07.603963Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

952e0dad44cbaab7ee48582485b62a968aef7e49cc57c101aecad9ff2cb6c220

Aliases

arxiv: 2503.16199 · arxiv_version: 2503.16199v1 · doi: 10.48550/arxiv.2503.16199 · pith_short_12: SUXA3LKEZOVL · pith_short_16: SUXA3LKEZOVLP3SI · pith_short_8: SUXA3LKE

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/SUXA3LKEZOVLP3SILASILNRKS2 \
  | 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: 952e0dad44cbaab7ee48582485b62a968aef7e49cc57c101aecad9ff2cb6c220

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae51de02f4962b1c0dd609c01fb35d087b74b8cb5a369152aceb24d8f711f0c6",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-20T14:45:55Z",
    "title_canon_sha256": "0aa1ef0db1f20a6acfb0808621261e96c14b5bcb8e63275d1c38f66897b6c94f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.16199",
    "kind": "arxiv",
    "version": 1
  }
}