Pith Number

pith:3HZVID5J

pith:2024:3HZVID5JJ7YPFCS575HK5JO2HT

not attested not anchored not stored refs pending

Do as I do (Safely): Mitigating Task-Specific Fine-tuning Risks in Large Language Models

Adel Bibi, Aleksandar Petrov, Francisco Eiras, M. Pawan Kumar, Philip H.S. Torr

arxiv:2406.10288 v3 · 2024-06-12 · cs.CL · cs.LG

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\usepackage{pith}
\pithnumber{3HZVID5JJ7YPFCS575HK5JO2HT}

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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

2 papers in Pith

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

Receipt and verification

First computed	2026-07-05T10:21:20.901734Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d9f3540fa94ff0f28a5dff4eaea5da3cda6a09c0026fce398e6aac23c40d03fb

Aliases

arxiv: 2406.10288 · arxiv_version: 2406.10288v3 · doi: 10.48550/arxiv.2406.10288 · pith_short_12: 3HZVID5JJ7YP · pith_short_16: 3HZVID5JJ7YPFCS5 · pith_short_8: 3HZVID5J

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/3HZVID5JJ7YPFCS575HK5JO2HT \
  | 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: d9f3540fa94ff0f28a5dff4eaea5da3cda6a09c0026fce398e6aac23c40d03fb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1bf9bdda489b08211c6484abdb3c0ddf705689e95ccd78b4239bf06430f2d21e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-06-12T18:33:11Z",
    "title_canon_sha256": "9dd495db6b31cc5d75674e9f9d4b783bb099e9cf7219e75cae51064830e70128"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.10288",
    "kind": "arxiv",
    "version": 3
  }
}