Pith Number

pith:UHCWB2HR

pith:2021:UHCWB2HRGOKY3T236OJW4GWHKE

not attested not anchored not stored refs pending

Towards Understanding Deep Learning from Noisy Labels with Small-Loss Criterion

Wei Wang, Xian-Jin Gui, Zhang-Hao Tian

arxiv:2106.09291 v1 · 2021-06-17 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{UHCWB2HRGOKY3T236OJW4GWHKE}

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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.

Cited by

5 papers in Pith

Beyond the Golden Teacher: Enhancing Graph Learning through LLM-GNN Co-teaching

Holistic Reliability Propagation: Decoupling Annotation and Prediction for Robust Noisy-Label

GAMR: Geometric-Aware Manifold Regularization with Virtual Outlier Synthesis for Learning with Noisy Labels

Can LLMs Learn to Reason Robustly under Noisy Supervision?

See Through the Noise: Improving Domain Generalization in Gaze Estimation

Receipt and verification

First computed	2026-07-05T02:50:14.639626Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a1c560e8f133958dcf5bf3936e1ac75136ea4c1318baa8525f44c36e2ac3eb11

Aliases

arxiv: 2106.09291 · arxiv_version: 2106.09291v1 · doi: 10.48550/arxiv.2106.09291 · pith_short_12: UHCWB2HRGOKY · pith_short_16: UHCWB2HRGOKY3T23 · pith_short_8: UHCWB2HR

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/UHCWB2HRGOKY3T236OJW4GWHKE \
  | 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: a1c560e8f133958dcf5bf3936e1ac75136ea4c1318baa8525f44c36e2ac3eb11

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9b595ab6f80316c9781eb09ace61127a2c63e9ca99823018c595981821c09e28",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-17T07:53:12Z",
    "title_canon_sha256": "1756f4af914260e6a7ff8e5cda391de467422969a4274d97ca5e62813dae57d7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.09291",
    "kind": "arxiv",
    "version": 1
  }
}