Pith Number

pith:WR42A6MN

pith:2024:WR42A6MNMIEANQZLMTRK3JZIER

not attested not anchored not stored refs pending

Booster: Tackling Harmful Fine-tuning for Large Language Models via Attenuating Harmful Perturbation

Fatih Ilhan, Ling Liu, Selim Furkan Tekin, Sihao Hu, Tiansheng Huang

arxiv:2409.01586 v4 · 2024-09-03 · cs.CL · cs.AI

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\usepackage{pith}
\pithnumber{WR42A6MNMIEANQZLMTRK3JZIER}

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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

9 papers in Pith

One Step to the Side: Why Defenses Against Malicious Finetuning Fail Under Adaptive Adversaries

SPARD: Defending Harmful Fine-Tuning Attack via Safety Projection with Relevance-Diversity Data Selection

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

Receipt and verification

First computed	2026-07-05T10:32:29.972632Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b479a0798d620806c32b64e2ada728245f93bf083a061720d71b265bcc398b7e

Aliases

arxiv: 2409.01586 · arxiv_version: 2409.01586v4 · doi: 10.48550/arxiv.2409.01586 · pith_short_12: WR42A6MNMIEA · pith_short_16: WR42A6MNMIEANQZL · pith_short_8: WR42A6MN

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/WR42A6MNMIEANQZLMTRK3JZIER \
  | 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: b479a0798d620806c32b64e2ada728245f93bf083a061720d71b265bcc398b7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "599300368443dddddbc6402b408d5ab8c60ca2161753c4b161fe8a072360ef8b",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-09-03T03:59:22Z",
    "title_canon_sha256": "a383b97a494deb9199879819b323d3824c71cefa662fdf0b1a70b94cb3dbf073"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.01586",
    "kind": "arxiv",
    "version": 4
  }
}