Pith Number

pith:Z74BDFDW

pith:2025:Z74BDFDW3CCQS2SCOEPMFRE3ZN

not attested not anchored not stored refs pending

Towards Better Generalization and Interpretability in Unsupervised Concept-Based Models

Danilo Giordano, Francesco De Santis, Gabriele Ciravegna, Philippe Bich, Pietro Barbiero, Tania Cerquitelli

arxiv:2506.02092 v1 · 2025-06-02 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z74BDFDW3CCQS2SCOEPMFRE3ZN}

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	2026-07-05T11:14:32.301326Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cff8119476d885096a42711ec2c49bcb6220372f2900de6d55c0487eb51edc63

Aliases

arxiv: 2506.02092 · arxiv_version: 2506.02092v1 · doi: 10.48550/arxiv.2506.02092 · pith_short_12: Z74BDFDW3CCQ · pith_short_16: Z74BDFDW3CCQS2SC · pith_short_8: Z74BDFDW

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/Z74BDFDW3CCQS2SCOEPMFRE3ZN \
  | 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: cff8119476d885096a42711ec2c49bcb6220372f2900de6d55c0487eb51edc63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fa6963a5fb27041e377369824e68bd70ed0c79fd3293262f186e9ba00fb2f848",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-02T16:26:41Z",
    "title_canon_sha256": "2b5bd73bc7695ca2dc0685d916539bb76abcb55120e4865e881ebf5fc76e21dd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02092",
    "kind": "arxiv",
    "version": 1
  }
}