Pith. sign in
Pith Number

pith:MRYQAMKP

pith:2017:MRYQAMKP7NIJML3UD4YCAYPTYE
not attested not anchored not stored refs pending

Robustness of classifiers to universal perturbations: a geometric perspective

Alhussein Fawzi, Omar Fawzi, Pascal Frossard, Seyed-Mohsen Moosavi-Dezfooli, Stefano Soatto

arxiv:1705.09554 v2 · 2017-05-26 · cs.CV · cs.AI · cs.LG · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{MRYQAMKP7NIJML3UD4YCAYPTYE}

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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.

Cited by

1 paper in Pith

Receipt and verification
First computed 2026-07-05T02:19:13.930786Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

647100314ffb50962f741f302061f3c12109bd66dbb5f79f2c93115cd16dcc75

Aliases

arxiv: 1705.09554 · arxiv_version: 1705.09554v2 · doi: 10.48550/arxiv.1705.09554 · pith_short_12: MRYQAMKP7NIJ · pith_short_16: MRYQAMKP7NIJML3U · pith_short_8: MRYQAMKP
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/MRYQAMKP7NIJML3UD4YCAYPTYE \
  | 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: 647100314ffb50962f741f302061f3c12109bd66dbb5f79f2c93115cd16dcc75
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "9d35975b63e55ee64eb9b26dde35750d33e84c79bfdf051636e5aa5885e5fe34",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2017-05-26T12:42:55Z",
    "title_canon_sha256": "376fdc1a408112b361c17958dac8d77216b013bc9ef1074c02c99b8d6f6ab4ea"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1705.09554",
    "kind": "arxiv",
    "version": 2
  }
}