Pith Number

pith:LZPHMZMS

pith:2022:LZPHMZMSLY44BHKK63YLWLPDUM

not attested not anchored not stored refs pending

Boosting Out-of-Distribution Detection with Multiple Pre-trained Models

Chuanlong Xie, Falong Tan, Feng Xue, Zhenguo Li, Zi He

arxiv:2212.12720 v2 · 2022-12-24 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LZPHMZMSLY44BHKK63YLWLPDUM}

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	2026-07-05T05:32:33.729512Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5e5e7665925e39c09d4af6f0bb2de3a316e33029e9e3539ae4fed0e3eb1734b1

Aliases

arxiv: 2212.12720 · arxiv_version: 2212.12720v2 · doi: 10.48550/arxiv.2212.12720 · pith_short_12: LZPHMZMSLY44 · pith_short_16: LZPHMZMSLY44BHKK · pith_short_8: LZPHMZMS

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/LZPHMZMSLY44BHKK63YLWLPDUM \
  | 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: 5e5e7665925e39c09d4af6f0bb2de3a316e33029e9e3539ae4fed0e3eb1734b1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3b3d79b8658590305bd3741225cf697298c58ee559e4cd0ff01643a3d4331208",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-24T12:11:38Z",
    "title_canon_sha256": "4de83e2d9da56efb038c34310072e3ca4a5c0d24bde8f5e748ea04020636f0a1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.12720",
    "kind": "arxiv",
    "version": 2
  }
}