Pith Number

pith:KYMAKAZY

pith:2023:KYMAKAZYMLZM2CL6L7DAHBBBGP

not attested not anchored not stored refs pending

Learning the Unlearnable: Adversarial Augmentations Suppress Unlearnable Example Attacks

Cheng-zhong Xu, Juanjuan Zhao, Kejiang Ye, Tianrui Qin, Xitong Gao

arxiv:2303.15127 v1 · 2023-03-27 · cs.LG · cs.CR · cs.CV

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KYMAKAZYMLZM2CL6L7DAHBBBGP}

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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

6 papers in Pith

Assessing the Operational Impact of Poisoning Attacks over Augmented 3D Point Cloud Public Datasets for Connected and Autonomous Vehicles

Dual-branch Robust Unlearnable Examples

Nonlinear Transformations Against Unlearnable Datasets

Unveiling the Backdoor Mechanism Hidden Behind Catastrophic Overfitting in Fast Adversarial Training

Dual-branch Robust Unlearnable Examples

Receipt and verification

First computed	2026-07-05T05:55:01.474504Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

561805033862f2cd097e5fc603842133d416bdabc639b7e73031605853372e07

Aliases

arxiv: 2303.15127 · arxiv_version: 2303.15127v1 · doi: 10.48550/arxiv.2303.15127 · pith_short_12: KYMAKAZYMLZM · pith_short_16: KYMAKAZYMLZM2CL6 · pith_short_8: KYMAKAZY

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/KYMAKAZYMLZM2CL6L7DAHBBBGP \
  | 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: 561805033862f2cd097e5fc603842133d416bdabc639b7e73031605853372e07

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7c92947f50c9a926828dfba6808606771cfe749c0d88483a6c5f46bb482c3b2c",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-27T12:00:54Z",
    "title_canon_sha256": "004e5f7db178912faa4fad78ae2d0a35803194184e5d165a5ef09ba4d37772d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.15127",
    "kind": "arxiv",
    "version": 1
  }
}