Pith. sign in
Pith Number

pith:SWOPBT3N

pith:2025:SWOPBT3NER3UHX4C6Y2XVKPCGA
not attested not anchored not stored refs pending

LoD: Loss-difference OOD Detection by Intentionally Label-Noisifying Unlabeled Wild Data

Chuanxing Geng, Dong Liang, Pong C. Yuen, Qifei Li, Songcan Chen, Xinrui Wang

arxiv:2505.12952 v1 · 2025-05-19 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{SWOPBT3NER3UHX4C6Y2XVKPCGA}

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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 2026-07-05T11:05:12.501654Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

959cf0cf6d247743df82f6357aa9e2303de055effdfc048d0925b9584474146a

Aliases

arxiv: 2505.12952 · arxiv_version: 2505.12952v1 · doi: 10.48550/arxiv.2505.12952 · pith_short_12: SWOPBT3NER3U · pith_short_16: SWOPBT3NER3UHX4C · pith_short_8: SWOPBT3N
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SWOPBT3NER3UHX4C6Y2XVKPCGA \
  | 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: 959cf0cf6d247743df82f6357aa9e2303de055effdfc048d0925b9584474146a
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7727ea6566ee48e0a299ec27e017110441fd91cf30af2597c38f695ffd613a30",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-19T10:44:52Z",
    "title_canon_sha256": "4ca15f99a4f951e47b52f11929210da6a88a419817d2ed66cfe2a205c36c8bc7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12952",
    "kind": "arxiv",
    "version": 1
  }
}