Pith Number

pith:GOTL7QPM

pith:2022:GOTL7QPMO5JD6BOEDZO364R7ZL

not attested not anchored not stored refs pending

The Value of Out-of-Distribution Data

Ashwin De Silva, Carey E. Priebe, Joshua T. Vogelstein, Pratik Chaudhari, Rahul Ramesh

arxiv:2208.10967 v5 · 2022-08-23 · cs.LG · cs.AI · cs.CV · 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{GOTL7QPMO5JD6BOEDZO364R7ZL}

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

Out-of-distribution data supervision towards biomedical semantic segmentation

Receipt and verification

First computed	2026-07-05T06:32:34.180341Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33a6bfc1ec77523f05c41e5dbf723fcaedbd276f459b070020c693e4b5d8049f

Aliases

arxiv: 2208.10967 · arxiv_version: 2208.10967v5 · doi: 10.48550/arxiv.2208.10967 · pith_short_12: GOTL7QPMO5JD · pith_short_16: GOTL7QPMO5JD6BOE · pith_short_8: GOTL7QPM

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/GOTL7QPMO5JD6BOEDZO364R7ZL \
  | 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: 33a6bfc1ec77523f05c41e5dbf723fcaedbd276f459b070020c693e4b5d8049f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "98e749719c11330f1f9c37e4a2195b62b0552737afbe3dfb23961660cfac07c1",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-23T13:41:01Z",
    "title_canon_sha256": "8e45be14d62b913651a6cb3986f41d676d708338f1415a14c7873df33eeaa54e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.10967",
    "kind": "arxiv",
    "version": 5
  }
}