Pith Number

pith:EZSTZPE4

pith:2022:EZSTZPE4SFRYAKFQVLB2N57ZI4

not attested not anchored not stored refs pending

Learn to explain yourself, when you can: Equipping Concept Bottleneck Models with the ability to abstain on their concept predictions

Daniele Magazzeni, Joshua Lockhart, Manuela Veloso

arxiv:2211.11690 v2 · 2022-11-21 · 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{EZSTZPE4SFRYAKFQVLB2N57ZI4}

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.

Receipt and verification

First computed	2026-07-05T05:26:11.665588Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

26653cbc9c91638028b0aac3a6f7f94727174d64ac4a46015d3a7b83d57b6b7b

Aliases

arxiv: 2211.11690 · arxiv_version: 2211.11690v2 · doi: 10.48550/arxiv.2211.11690 · pith_short_12: EZSTZPE4SFRY · pith_short_16: EZSTZPE4SFRYAKFQ · pith_short_8: EZSTZPE4

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/EZSTZPE4SFRYAKFQVLB2N57ZI4 \
  | 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: 26653cbc9c91638028b0aac3a6f7f94727174d64ac4a46015d3a7b83d57b6b7b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "40c30b7ad4fd12c2068c12a27e1671d17f1e08f10ac0e3f64f7c623cf97ed614",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-11-21T18:07:14Z",
    "title_canon_sha256": "9ad9a53f1306dc98da451dd0e200ed2e1ed55317c000cb1bf165a7edbc0c7b54"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.11690",
    "kind": "arxiv",
    "version": 2
  }
}