Pith Number

pith:WYGVSUWY

pith:2023:WYGVSUWYGNING6TYLLMKKH2PB3

not attested not anchored not stored refs pending

OpenOOD v1.5: Enhanced Benchmark for Out-of-Distribution Detection

Hai Li, Haoqi Wang, Haoran Zhang, Jingkang Yang, Jingyang Zhang, Pengyun Wang, Xuefeng Du, Yiran Chen, Yixuan Li, Yiyou Sun, Yueqian Lin, Ziwei Liu

arxiv:2306.09301 v5 · 2023-06-15 · 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{WYGVSUWYGNING6TYLLMKKH2PB3}

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

19 papers in Pith

Out-of-Distribution (OOD) Detectors for Open-Set RF Fingerprinting

Mitigating Simplicity Bias in OOD Detection through Object Co-occurrence Analysis

Uncertainty Estimation via Hyperspherical Confidence Mapping

FML-bench: A Controlled Study of AI Research Agent Strategies from the Perspective of Search Dynamics

Learning Hyperspherical Time-Frequency Representations for Time-Series Out-of-Distribution Detection

Receipt and verification

First computed	2026-07-05T09:49:59.218390Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b60d5952d83350d37a785ad8a51f4f0ee0d53f683f6ad5daefb237c9ae58d2aa

Aliases

arxiv: 2306.09301 · arxiv_version: 2306.09301v5 · doi: 10.48550/arxiv.2306.09301 · pith_short_12: WYGVSUWYGNIN · pith_short_16: WYGVSUWYGNING6TY · pith_short_8: WYGVSUWY

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/WYGVSUWYGNING6TYLLMKKH2PB3 \
  | 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: b60d5952d83350d37a785ad8a51f4f0ee0d53f683f6ad5daefb237c9ae58d2aa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "91d2de93cd6d42bc7e02b33b963fbfd778971fa489fa4a5c813000fbef142359",
    "cross_cats_sorted": [
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T17:28:00Z",
    "title_canon_sha256": "95e06103b88a9d457314583dbc65d17a33625cc3ab5d01e9c8809d41fc5c341f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09301",
    "kind": "arxiv",
    "version": 5
  }
}