Pith. sign in
Pith Number

pith:IV4DKLA3

pith:2022:IV4DKLA3ZDAP3SSQAX733O2YFS
not attested not anchored not stored refs pending

Adversarial Robustness in Deep Learning: Attacks on Fragile Neurons

Chandresh Pravin, Giuseppe Nicosia, Ivan Martino, Varun Ojha

arxiv:2201.12347 v1 · 2022-01-31 · cs.LG · cs.CR

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{IV4DKLA3ZDAP3SSQAX733O2YFS}

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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 2026-07-05T03:52:35.822922Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

4578352c1bc8c0fdca5005ffbdbb582c8a0c68c0c7ae42b10bbddfea98349181

Aliases

arxiv: 2201.12347 · arxiv_version: 2201.12347v1 · doi: 10.48550/arxiv.2201.12347 · pith_short_12: IV4DKLA3ZDAP · pith_short_16: IV4DKLA3ZDAP3SSQ · pith_short_8: IV4DKLA3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/IV4DKLA3ZDAP3SSQAX733O2YFS \
  | 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: 4578352c1bc8c0fdca5005ffbdbb582c8a0c68c0c7ae42b10bbddfea98349181
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "693e09a9d124ebc0ca8542884ece7be8e5a20ef58b158e2fd6680a4098767427",
    "cross_cats_sorted": [
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-01-31T14:34:07Z",
    "title_canon_sha256": "91292e963ed4937bd885cc713ac565b3627c404239332dfc9b631887820872ec"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.12347",
    "kind": "arxiv",
    "version": 1
  }
}