Pith Number

pith:CZMCPUI3

pith:2024:CZMCPUI3UI4SSOKBSR5VYIXKFM

not attested not anchored not stored refs pending

PEFT-as-an-Attack! Jailbreaking Language Models during Federated Parameter-Efficient Fine-Tuning

Edith C.-H. Ngai, Fanghua Ye, Shenghui Li, Thiemo Voigt

arxiv:2411.19335 v2 · 2024-11-28 · cs.CR · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CZMCPUI3UI4SSOKBSR5VYIXKFM}

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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

Palette: A Modular, Controllable, and Efficient Framework for On-demand Authorized Safety Alignment Relaxation in LLMs

Graph Representation Learning Augmented Model Manipulation on Federated Fine-Tuning of LLMs

Receipt and verification

First computed	2026-07-05T09:51:38.841716Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

165827d11ba239293941947b5c22ea2b28a418a06df0fa5c16cd83a58cfd7d13

Aliases

arxiv: 2411.19335 · arxiv_version: 2411.19335v2 · doi: 10.48550/arxiv.2411.19335 · pith_short_12: CZMCPUI3UI4S · pith_short_16: CZMCPUI3UI4SSOKB · pith_short_8: CZMCPUI3

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/CZMCPUI3UI4SSOKBSR5VYIXKFM \
  | 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: 165827d11ba239293941947b5c22ea2b28a418a06df0fa5c16cd83a58cfd7d13

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f9829354b5e45bbd9228f7a8c51beeb48d25ef6f7833181778fa411c2988769c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-11-28T19:05:01Z",
    "title_canon_sha256": "9a592b92a9fba0df42cd00f592c880f37de4258c68562bc87e6623c43bb3c495"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.19335",
    "kind": "arxiv",
    "version": 2
  }
}