pith. sign in
Pith Number

pith:5PHVLV2M

pith:2019:5PHVLV2MU3D6BJIBPGJ5C3ZFX5
not attested not anchored not stored refs pending

Learning From Noisy Labels By Regularized Estimation Of Annotator Confusion

Ardavan Saeedi, Daniel C. Alexander, Nathan Silberman, Ryutaro Tanno, Swami Sankaranarayanan

arxiv:1902.03680 v3 · 2019-02-10 · cs.LG · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{5PHVLV2MU3D6BJIBPGJ5C3ZFX5}

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.
Receipt and verification
First computed 2026-05-17T23:43:16.769808Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

ebcf55d74ca6c7e0a5017993d16f25bf7727382d37a1c4792344c86785f61f59

Aliases

arxiv: 1902.03680 · arxiv_version: 1902.03680v3 · doi: 10.48550/arxiv.1902.03680 · pith_short_12: 5PHVLV2MU3D6 · pith_short_16: 5PHVLV2MU3D6BJIB · pith_short_8: 5PHVLV2M
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/5PHVLV2MU3D6BJIBPGJ5C3ZFX5 \
  | 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: ebcf55d74ca6c7e0a5017993d16f25bf7727382d37a1c4792344c86785f61f59
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "cea2f9ec6789a6321ad1d9f6cd3be54868964ee56070a27ef3dc4f92ea5d2ab8",
    "cross_cats_sorted": [
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-02-10T23:01:33Z",
    "title_canon_sha256": "df637a89de1f6b18420b0304447bc49813a72eb44f94d19f362d89e6319c9310"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1902.03680",
    "kind": "arxiv",
    "version": 3
  }
}