Pith Number

pith:AIR5VAUO

pith:2022:AIR5VAUOI63XGEEZW6K74BIFEN

not attested not anchored not stored refs pending

Discovering Bugs in Vision Models using Off-the-shelf Image Generation and Captioning

Isabela Albuquerque, Olivia Wiles, Sven Gowal

arxiv:2208.08831 v2 · 2022-08-18 · cs.CV · cs.LG · 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{AIR5VAUOI63XGEEZW6K74BIFEN}

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	2026-07-05T06:09:05.325643Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0223da828e47b7731099b795fe0505234c9591cefbad6ff633196d4d9bbd7654

Aliases

arxiv: 2208.08831 · arxiv_version: 2208.08831v2 · doi: 10.48550/arxiv.2208.08831 · pith_short_12: AIR5VAUOI63X · pith_short_16: AIR5VAUOI63XGEEZ · pith_short_8: AIR5VAUO

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/AIR5VAUOI63XGEEZW6K74BIFEN \
  | 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: 0223da828e47b7731099b795fe0505234c9591cefbad6ff633196d4d9bbd7654

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "19212c361b8c67d6ab8e8dac9d0a19281580b0423540ff1f8da67afa0762cd53",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-08-18T13:49:10Z",
    "title_canon_sha256": "b81b7c74e16df46dad8e6fb78f2d643336e24fddaa855e7a44a464fdbf423e65"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.08831",
    "kind": "arxiv",
    "version": 2
  }
}