Pith. sign in
Pith Number

pith:CSHNPZRF

pith:2025:CSHNPZRF76XS7CMZFMRP4LPCEF
not attested not anchored not stored refs pending

Interpretable Failure Detection with Human-Level Concepts

Kien X. Nguyen, Tang Li, Xi Peng

arxiv:2502.05275 v2 · 2025-02-07 · cs.CV

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{CSHNPZRF76XS7CMZFMRP4LPCEF}

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 2026-07-05T10:49:13.973670Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

148ed7e625ffaf2f89992b22fe2de2214265dbf458320137a52f3e1e1bbce563

Aliases

arxiv: 2502.05275 · arxiv_version: 2502.05275v2 · doi: 10.48550/arxiv.2502.05275 · pith_short_12: CSHNPZRF76XS · pith_short_16: CSHNPZRF76XS7CMZ · pith_short_8: CSHNPZRF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/CSHNPZRF76XS7CMZFMRP4LPCEF \
  | 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: 148ed7e625ffaf2f89992b22fe2de2214265dbf458320137a52f3e1e1bbce563
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9085ce11154307547b8a3e2a0bd0f586a1061a049ed3458d50eb73933c6f23bd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2025-02-07T19:19:40Z",
    "title_canon_sha256": "808085eff8c5fc6a97f3be98a7ccd9d20fae14fd0c12cee4db49f6625d200734"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.05275",
    "kind": "arxiv",
    "version": 2
  }
}