Pith Number

pith:6MTGNF5X

pith:2023:6MTGNF5X7BHWQUYYXQXC4BB623

not attested not anchored not stored refs pending

AUTO: Adaptive Outlier Optimization for Test-Time OOD Detection

Jian Liang, Jie Cao, Puning Yang, Ran He

arxiv:2303.12267 v2 · 2023-03-22 · cs.LG · 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{6MTGNF5X7BHWQUYYXQXC4BB623}

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

TTL: Test-time Textual Learning for OOD Detection with Pretrained Vision-Language Models

Receipt and verification

First computed	2026-07-05T11:04:33.710789Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f3266697b7f84f685318bc2e2e043ed6e805c847660e4c99196b6ba8cdb03ffc

Aliases

arxiv: 2303.12267 · arxiv_version: 2303.12267v2 · doi: 10.48550/arxiv.2303.12267 · pith_short_12: 6MTGNF5X7BHW · pith_short_16: 6MTGNF5X7BHWQUYY · pith_short_8: 6MTGNF5X

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/6MTGNF5X7BHWQUYYXQXC4BB623 \
  | 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: f3266697b7f84f685318bc2e2e043ed6e805c847660e4c99196b6ba8cdb03ffc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "34bbad447c737ee7c2777300e9cd765d4c805fcbfb56eeefa56eac90adaea8ee",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-22T02:28:54Z",
    "title_canon_sha256": "fd74f78dba0b39a86ab1552d21f4a61b69a6a98b16420083b841babb57cd1db2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.12267",
    "kind": "arxiv",
    "version": 2
  }
}