Pith. sign in
Pith Number

pith:SIO7H4CU

pith:2022:SIO7H4CUFPAK5HHMPXRUO5IB5A
not attested not anchored not stored refs pending

ROOM: Adversarial Machine Learning Attacks Under Real-Time Constraints

Amira Guesmi, Ihsen Alouani, Khaled N. Khasawneh, Nael Abu-Ghazaleh

arxiv:2201.01621 v1 · 2022-01-05 · cs.CR · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{SIO7H4CUFPAK5HHMPXRUO5IB5A}

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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 2026-07-05T03:46:15.100933Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

921df3f0542bc0ae9cec7de3477501e81f4f7e073eb78e529409354859457432

Aliases

arxiv: 2201.01621 · arxiv_version: 2201.01621v1 · doi: 10.48550/arxiv.2201.01621 · pith_short_12: SIO7H4CUFPAK · pith_short_16: SIO7H4CUFPAK5HHM · pith_short_8: SIO7H4CU
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/SIO7H4CUFPAK5HHMPXRUO5IB5A \
  | 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: 921df3f0542bc0ae9cec7de3477501e81f4f7e073eb78e529409354859457432
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0a67f859a304bddb3cc7a1def5a58bc217abbb57e2674963f5525407de5c2788",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-01-05T14:03:26Z",
    "title_canon_sha256": "80a353bcdc6bb15ff60c9022fb8c5ba6fe104cb1e2b5972b2539f5ff4b6be60d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2201.01621",
    "kind": "arxiv",
    "version": 1
  }
}