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Pith Number

pith:6FR4MU6L

pith:2020:6FR4MU6LZ67TCARXMGTKBS24QW
not attested not anchored not stored refs pending

Noise-Response Analysis of Deep Neural Networks Quantifies Robustness and Fingerprints Structural Malware

Dane Taylor, Michael W. Mahoney, N. Benjamin Erichson, Qixuan Wu

arxiv:2008.00123 v2 · 2020-07-31 · cs.LG · stat.ML

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\usepackage{pith}
\pithnumber{6FR4MU6LZ67TCARXMGTKBS24QW}

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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 2026-07-05T02:12:42.329308Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

f163c653cbcfbf31023761a6a0cb5c85836140a346406a5e7010b84240cfc2cc

Aliases

arxiv: 2008.00123 · arxiv_version: 2008.00123v2 · doi: 10.48550/arxiv.2008.00123 · pith_short_12: 6FR4MU6LZ67T · pith_short_16: 6FR4MU6LZ67TCARX · pith_short_8: 6FR4MU6L
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/6FR4MU6LZ67TCARXMGTKBS24QW \
  | 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: f163c653cbcfbf31023761a6a0cb5c85836140a346406a5e7010b84240cfc2cc
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "dac3e9baf96b8d3370e1a1e469f63ff701dad3fc371009f29319876a86b6ed5e",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2020-07-31T23:52:58Z",
    "title_canon_sha256": "1179dbce2d9a015ba91b4694b9c75e564b95c97f66cb0744470ff7ab02631b07"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2008.00123",
    "kind": "arxiv",
    "version": 2
  }
}