Pith Number

pith:DBAY2KE7

pith:2019:DBAY2KE7ZG4SN2LVA4W7CJ52ZO

not attested not anchored not stored refs pending

Improving the Robustness of Deep Neural Networks via Adversarial Training with Triplet Loss

Bowen Zhou, Jinfeng Yi, Lijun Zhang, Pengcheng Li

arxiv:1905.11713 v1 · 2019-05-28 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DBAY2KE7ZG4SN2LVA4W7CJ52ZO}

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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

Low Rank Adaptation for Adversarial Perturbation

Receipt and verification

First computed	2026-05-17T23:44:52.535900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

18418d289fc9b926e975072df127bacbbbbd44ab43c73487732e6be566eed966

Aliases

arxiv: 1905.11713 · arxiv_version: 1905.11713v1 · doi: 10.48550/arxiv.1905.11713 · pith_short_12: DBAY2KE7ZG4S · pith_short_16: DBAY2KE7ZG4SN2LV · pith_short_8: DBAY2KE7

Agent API

Resolver JSON Graph JSON Events JSON Schema Signing key

Verify this Pith Number yourself

curl -sH 'Accept: application/ld+json' https://pith.science/pith/DBAY2KE7ZG4SN2LVA4W7CJ52ZO \
  | 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: 18418d289fc9b926e975072df127bacbbbbd44ab43c73487732e6be566eed966

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e4a321bb4945746b18e50d11220f107e92873255b6c8da7745bd32c59805d4e1",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-05-28T10:01:24Z",
    "title_canon_sha256": "90d558f0aad03bce5d57abde31e8a01f9f4d07df1f9fe11dcce2a5b42d107e6d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1905.11713",
    "kind": "arxiv",
    "version": 1
  }
}