Pith Number

pith:P3SQX66C

pith:2024:P3SQX66CK2YA3FQP2NTY7LANMP

not attested not anchored not stored refs pending

Vaccine: Perturbation-aware Alignment for Large Language Models against Harmful Fine-tuning Attack

Ling Liu, Sihao Hu, Tiansheng Huang

arxiv:2402.01109 v6 · 2024-02-02 · cs.LG · cs.CL

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\usepackage{pith}
\pithnumber{P3SQX66CK2YA3FQP2NTY7LANMP}

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Record completeness

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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

Harmful Fine-tuning Attacks and Defenses for Large Language Models: A Survey

Receipt and verification

First computed	2026-07-05T09:39:52.925409Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7ee50bfbc256b00d960fd3678fac0d63cf146145c93bd5dc70b42f46fb2622fd

Aliases

arxiv: 2402.01109 · arxiv_version: 2402.01109v6 · doi: 10.48550/arxiv.2402.01109 · pith_short_12: P3SQX66CK2YA · pith_short_16: P3SQX66CK2YA3FQP · pith_short_8: P3SQX66C

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/P3SQX66CK2YA3FQP2NTY7LANMP \
  | 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: 7ee50bfbc256b00d960fd3678fac0d63cf146145c93bd5dc70b42f46fb2622fd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c4253add02d69d88900e8ee5aa3577cb35c6d6dd60e93625a1d54aa1a6240f4b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-02T02:56:50Z",
    "title_canon_sha256": "d69788c3c0f9bda340ffcf49b1ddd73b31f922ecf67220ae64a42c7229d4bcbb"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.01109",
    "kind": "arxiv",
    "version": 6
  }
}