pith. sign in
Pith Number

pith:L222ZZO6

pith:2019:L222ZZO6LW6KCZYUHC3PDKME3I
not attested not anchored not stored refs pending

Harnessing the Vulnerability of Latent Layers in Adversarially Trained Models

Abhishek Sinha, Balaji Krishnamurthy, Harshitha Machiraju, Mayank Singh, Nupur Kumari, Vineeth N Balasubramanian

arxiv:1905.05186 v2 · 2019-05-13 · cs.LG · cs.CR · cs.CV · stat.ML

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{L222ZZO6LW6KCZYUHC3PDKME3I}

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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 2026-05-17T23:42:15.080738Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

5eb5ace5de5dbca1671438b6f1a984da357f329aa664e1822f6b686aed7365df

Aliases

arxiv: 1905.05186 · arxiv_version: 1905.05186v2 · doi: 10.48550/arxiv.1905.05186 · pith_short_12: L222ZZO6LW6K · pith_short_16: L222ZZO6LW6KCZYU · pith_short_8: L222ZZO6
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/L222ZZO6LW6KCZYUHC3PDKME3I \
  | 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: 5eb5ace5de5dbca1671438b6f1a984da357f329aa664e1822f6b686aed7365df
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "0742caa89ba2a321a77c483bb3b6c3db132aec667e8bf9d4ac82eb3c1c2cd7bc",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-13T16:44:03Z",
    "title_canon_sha256": "cbf47dec19ebff30c0befbda695bb975ab284e082e3e40f15b472bdbd25fbdc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.05186",
    "kind": "arxiv",
    "version": 2
  }
}