Pith Number

pith:ZAVLMJB7

pith:2022:ZAVLMJB7C3PZF2JIOXG6MGCMKA

not attested not anchored not stored refs pending

OpenOOD: Benchmarking Generalized Out-of-Distribution Detection

Bo Li, Dan Hendrycks, Dejian Zou, Guangyao Chen, Haoqi Wang, Jingkang Yang, Kaiyang Zhou, Kunyuan Ding, Pengyun Wang, Wayne Zhang, Wenxuan Peng, Xuefeng Du, Yixuan Li, Yiyou Sun, Zitang Zhou, Ziwei Liu

arxiv:2210.07242 v1 · 2022-10-13 · cs.CV · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ZAVLMJB7C3PZF2JIOXG6MGCMKA}

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.

Cited by

1 paper in Pith

Mahalanobis++: Improving OOD Detection via Feature Normalization

Receipt and verification

First computed	2026-07-05T05:06:26.142869Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c82ab6243f16df92e92875cde6184c5023def14bbad35f8a680e27d3b0931170

Aliases

arxiv: 2210.07242 · arxiv_version: 2210.07242v1 · doi: 10.48550/arxiv.2210.07242 · pith_short_12: ZAVLMJB7C3PZ · pith_short_16: ZAVLMJB7C3PZF2JI · pith_short_8: ZAVLMJB7

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/ZAVLMJB7C3PZF2JIOXG6MGCMKA \
  | 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: c82ab6243f16df92e92875cde6184c5023def14bbad35f8a680e27d3b0931170

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "75103f39b52e0d97d529ac9c31d616adedcfebaee22e2515fafedc93dd2cbc8b",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2022-10-13T17:59:57Z",
    "title_canon_sha256": "526039e5b89fde56807de0fe95b3b70379582a9259989d1255b8327d95b8c7a6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.07242",
    "kind": "arxiv",
    "version": 1
  }
}