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Pith Number

pith:DT474ENR

pith:2019:DT474ENRU5HQQCVAGULTAPEMDP
not attested not anchored not stored refs pending

Can Attention Masks Improve Adversarial Robustness?

Amir Rahmati, Atul Prakash, Kevin Eykholt, Pratik Vaishnavi, Tianji Cong

arxiv:1911.11946 v2 · 2019-11-27 · cs.CV · cs.CR · cs.LG

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\usepackage{pith}
\pithnumber{DT474ENRU5HQQCVAGULTAPEMDP}

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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 2026-07-05T00:27:45.598761Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

1cf9fe11b1a74f080aa03517303c8c1be1b60bd9761d8376d034cd4e5bdf727e

Aliases

arxiv: 1911.11946 · arxiv_version: 1911.11946v2 · doi: 10.48550/arxiv.1911.11946 · pith_short_12: DT474ENRU5HQ · pith_short_16: DT474ENRU5HQQCVA · pith_short_8: DT474ENR
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/DT474ENRU5HQQCVAGULTAPEMDP \
  | 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: 1cf9fe11b1a74f080aa03517303c8c1be1b60bd9761d8376d034cd4e5bdf727e
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "d01f4eef4dec262ab0f823a0def518e2687692f1e1907e3ab6bc129ac7b2831b",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CV",
    "submitted_at": "2019-11-27T04:26:35Z",
    "title_canon_sha256": "8ff367648918d9e1cb555384752eb54da5e335cdeb29149f9af77275e1b68f01"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1911.11946",
    "kind": "arxiv",
    "version": 2
  }
}