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Pith Number

pith:34X4G3W6

pith:2023:34X4G3W6HK2ENR6STJRTGMV5JD
not attested not anchored not stored refs pending

Assessing and Enhancing Robustness of Deep Learning Models with Corruption Emulation in Digital Pathology

Limei Guo, Lin Luo, Peixiang Huang, Rongqi Zhu, Rui Xu, Shan Jiang, Songtao Zhang, Wenkang Qin, Yulu Gan

arxiv:2310.20427 v1 · 2023-10-31 · eess.IV · cs.CV · cs.LG

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\usepackage{pith}
\pithnumber{34X4G3W6HK2ENR6STJRTGMV5JD}

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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 2026-07-05T07:07:30.091310Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

df2fc36ede3ab446c7d29a633332bd48fce4423e4dd8e7067f1014fa4256f15f

Aliases

arxiv: 2310.20427 · arxiv_version: 2310.20427v1 · doi: 10.48550/arxiv.2310.20427 · pith_short_12: 34X4G3W6HK2E · pith_short_16: 34X4G3W6HK2ENR6S · pith_short_8: 34X4G3W6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/34X4G3W6HK2ENR6STJRTGMV5JD \
  | 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: df2fc36ede3ab446c7d29a633332bd48fce4423e4dd8e7067f1014fa4256f15f
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "5a85128ea5c96ff4a15d72b6c513ed03e35613d4b5756cee8052dae2f6bfd996",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "eess.IV",
    "submitted_at": "2023-10-31T12:59:36Z",
    "title_canon_sha256": "7eaa5863736aad92cc4cf143aad2b4c67035546efd0e405b18d4c330b1795edf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.20427",
    "kind": "arxiv",
    "version": 1
  }
}