Pith. sign in
Pith Number

pith:LKGMPSOA

pith:2022:LKGMPSOAESHY34AACWZSIV4VA2
not attested not anchored not stored refs pending

Deep Learning is Provably Robust to Symmetric Label Noise

Carey E. Priebe, Cong Mu, Li Chen, Ningyuan Huang, Soledad Villar

arxiv:2210.15083 v1 · 2022-10-26 · stat.ML · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{LKGMPSOAESHY34AACWZSIV4VA2}

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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 2026-07-05T05:11:01.818441Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5a8cc7c9c0248f8df00015b324579506b46faaca0a22140c93a5de13c2391e76

Aliases

arxiv: 2210.15083 · arxiv_version: 2210.15083v1 · doi: 10.48550/arxiv.2210.15083 · pith_short_12: LKGMPSOAESHY · pith_short_16: LKGMPSOAESHY34AA · pith_short_8: LKGMPSOA
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/LKGMPSOAESHY34AACWZSIV4VA2 \
  | 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: 5a8cc7c9c0248f8df00015b324579506b46faaca0a22140c93a5de13c2391e76
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "ca21ac4ba16d73c10fb8e37927682285d0987e93ef0da5dc8e8fdc87b863bea6",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2022-10-26T23:41:17Z",
    "title_canon_sha256": "e7444efafa367d5d5efccd71e40fad6fdb54885866ad32452a00cc72542a9800"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.15083",
    "kind": "arxiv",
    "version": 1
  }
}