Pith Number

pith:TZRZE7VZ

pith:2024:TZRZE7VZ3WSDDRIP5YGMLSNX74

not attested not anchored not stored refs pending

Breaking PEFT Limitations: Leveraging Weak-to-Strong Knowledge Transfer for Backdoor Attacks in LLMs

Cong-Duy Nguyen, Leilei Gan, Luu Anh Tuan, Luwei Xiao, Shuai Zhao, Xiaobao Wu, Yanhao Jia, Zhongliang Guo

arxiv:2409.17946 v4 · 2024-09-26 · cs.CR · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TZRZE7VZ3WSDDRIP5YGMLSNX74}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

SoK: Colluding Adversaries in Machine Learning Pipelines

Receipt and verification

First computed	2026-07-05T11:34:00.275060Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e63927eb9dda431c50fee0cc5c9b7ff178cd7c281e7eab2a3da45f61573617a

Aliases

arxiv: 2409.17946 · arxiv_version: 2409.17946v4 · doi: 10.48550/arxiv.2409.17946 · pith_short_12: TZRZE7VZ3WSD · pith_short_16: TZRZE7VZ3WSDDRIP · pith_short_8: TZRZE7VZ

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/TZRZE7VZ3WSDDRIP5YGMLSNX74 \
  | 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: 9e63927eb9dda431c50fee0cc5c9b7ff178cd7c281e7eab2a3da45f61573617a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8a16111189d0d520e5c14000dd6db9937b1220e10a8c7d5838b3267ef1352741",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-09-26T15:20:37Z",
    "title_canon_sha256": "15daceadc3733d0bebe0927fa9782da75f0a5d58041ca28f7c4135c4cdd0dbbc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.17946",
    "kind": "arxiv",
    "version": 4
  }
}