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Pith Number

pith:7XZGJFDF

pith:2019:7XZGJFDFX3PDPAMO6WPFR3W2KQ
not attested not anchored not stored refs pending

Robustification of deep net classifiers by key based diversified aggregation with pre-filtering

Olga Taran, Shideh Rezaeifar, Slava Voloshynovskiy, Taras Holotyak

arxiv:1905.05454 v1 · 2019-05-14 · cs.LG · cs.CR · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{7XZGJFDFX3PDPAMO6WPFR3W2KQ}

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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 2026-05-17T23:46:16.409631Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

fdf2649465bede37818ef59e58eeda5406424b04af6d6ac621f626d33517d7ce

Aliases

arxiv: 1905.05454 · arxiv_version: 1905.05454v1 · doi: 10.48550/arxiv.1905.05454 · pith_short_12: 7XZGJFDFX3PD · pith_short_16: 7XZGJFDFX3PDPAMO · pith_short_8: 7XZGJFDF
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/7XZGJFDFX3PDPAMO6WPFR3W2KQ \
  | 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: fdf2649465bede37818ef59e58eeda5406424b04af6d6ac621f626d33517d7ce
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "731b9461ed8e46c381d307ac8f3f35ded6f380b78b158fe2672993d92b9721f2",
    "cross_cats_sorted": [
      "cs.CR",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-14T08:39:09Z",
    "title_canon_sha256": "3648ffcceb26a2563c2f6105e62362aac0d002d10e100cf80c422bb82d47284b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05454",
    "kind": "arxiv",
    "version": 1
  }
}