Pith Number

pith:YBAVVDJR

pith:2022:YBAVVDJRDBKTC2WG4DXGU5734L

not attested not anchored not stored refs pending

Exposing Outlier Exposure: What Can Be Learned From Few, One, and Zero Outlier Images

Billy Joe Franks, Klaus-Robert M\"uller, Lukas Ruff, Marius Kloft, Philipp Liznerski, Robert A. Vandermeulen

arxiv:2205.11474 v2 · 2022-05-23 · 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{YBAVVDJRDBKTC2WG4DXGU5734L}

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	2026-07-05T05:36:12.804236Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c0415a8d311855316ac6e0ee6a77fbe2ede8e4d635d896adccff4e6d03277694

Aliases

arxiv: 2205.11474 · arxiv_version: 2205.11474v2 · doi: 10.48550/arxiv.2205.11474 · pith_short_12: YBAVVDJRDBKT · pith_short_16: YBAVVDJRDBKTC2WG · pith_short_8: YBAVVDJR

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/YBAVVDJRDBKTC2WG4DXGU5734L \
  | 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: c0415a8d311855316ac6e0ee6a77fbe2ede8e4d635d896adccff4e6d03277694

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "68bbeff73a1bb5972801922681f7091c06e5de1f572df6049f755788b7a92fa9",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-05-23T17:23:15Z",
    "title_canon_sha256": "897991be88b4c4144324ccdc9e5813d3c6731f9c34c89c5675d947c1c5f59efc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.11474",
    "kind": "arxiv",
    "version": 2
  }
}