Pith Number

pith:XPDYHPWS

pith:2026:XPDYHPWSDUVU4UVQ7KMDA7EGAT

not attested not anchored not stored refs pending

Task-Agnostic Noisy Label Detection via Standardized Loss Aggregation

Doohyun Park, Inhyuk Park

Aggregating standardized cross-validation losses produces reliable sample-level scores for detecting noisy labels.

arxiv:2605.10165 v2 · 2026-05-11 · cs.CV · cs.AI

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\usepackage{pith}
\pithnumber{XPDYHPWSDUVU4UVQ7KMDA7EGAT}

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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.

Claims

C1strongest claim

SLA generalizes discrete hard-counting schemes into a continuous estimator that captures both the frequency and magnitude of performance deviations, yielding interpretable and statistically stable noisiness scores.

C2weakest assumption

That deviations in fold-level validation losses across cross-validation runs are caused primarily by label noise rather than by model randomness, data split effects, or other unmodeled factors.

C3one line summary

SLA converts hard-counting of high-loss samples into a continuous noisiness score by standardizing fold-level validation losses and aggregating them over multiple cross-validation runs, showing better performance than baselines on fundus data.

Cited by

2 papers in Pith

Task-Agnostic Noisy Label Detection via Standardized Loss Aggregation

Receipt and verification

First computed	2026-05-21T01:05:20.893991Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bbc783bed21d2b4e52b0fa98307c8604e1182b29d14ff06ffad526053fc12333

Aliases

arxiv: 2605.10165 · arxiv_version: 2605.10165v2 · doi: 10.48550/arxiv.2605.10165 · pith_short_12: XPDYHPWSDUVU · pith_short_16: XPDYHPWSDUVU4UVQ · pith_short_8: XPDYHPWS

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/XPDYHPWSDUVU4UVQ7KMDA7EGAT \
  | 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: bbc783bed21d2b4e52b0fa98307c8604e1182b29d14ff06ffad526053fc12333

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0fa739daa4a46bdafb0385bd4918802aa35318bbdb3d086df2cdafa6d6e54ded",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2026-05-11T08:16:09Z",
    "title_canon_sha256": "ff854aac1e5ed25536cacecaf436bb702a531e6a27ab0d4e58b4b1410b49903a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2605.10165",
    "kind": "arxiv",
    "version": 2
  }
}