Pith Number

pith:UDVPJ3SO

pith:2024:UDVPJ3SOKTTWDP4PMEKS4L3MPB

not attested not anchored not stored refs pending

Targeted Vaccine: Safety Alignment for Large Language Models against Harmful Fine-Tuning via Layer-wise Perturbation

Guozhi Liu, Li Shen, Qi Mu, Ruichao Mo, Tiansheng Huang, Weiwei Lin

arxiv:2410.09760 v3 · 2024-10-13 · cs.LG

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\usepackage{pith}
\pithnumber{UDVPJ3SOKTTWDP4PMEKS4L3MPB}

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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

5 papers in Pith

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

Safety at Scale: A Comprehensive Survey of Large Model and Agent Safety

Secure LLM Fine-Tuning via Safety-Aware Probing

Token Buncher: Shielding LLMs from Harmful Reinforcement Learning Fine-Tuning

Different Paths to Harmful Compliance: Behavioral Side Effects and Mechanistic Divergence Across LLM Jailbreaks

Receipt and verification

First computed	2026-07-05T10:07:45.388018Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a0eaf4ee4e54e761bf8f61152e2f6c7851b5de788213425f4c417b337911ec92

Aliases

arxiv: 2410.09760 · arxiv_version: 2410.09760v3 · doi: 10.48550/arxiv.2410.09760 · pith_short_12: UDVPJ3SOKTTW · pith_short_16: UDVPJ3SOKTTWDP4P · pith_short_8: UDVPJ3SO

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/UDVPJ3SOKTTWDP4PMEKS4L3MPB \
  | 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: a0eaf4ee4e54e761bf8f61152e2f6c7851b5de788213425f4c417b337911ec92

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d97337f48dec872ea6f53b399645d2cab8030048d806b44bf3ee06b6192e8632",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-13T07:36:45Z",
    "title_canon_sha256": "4ca1b23e57245cfac1f4b6bee86a2d52c41b2e50dc6410fabf132361a6753a1b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.09760",
    "kind": "arxiv",
    "version": 3
  }
}