Pith Number

pith:53MGPZZZ

pith:2022:53MGPZZZ2SMUSLAQHSQRYNWHW5

not attested not anchored not stored refs pending

Fine-Tuning Is All You Need to Mitigate Backdoor Attacks

Mathias Humbert, Pascal Berrang, Xinlei He, Yang Zhang, Zeyang Sha

arxiv:2212.09067 v1 · 2022-12-18 · cs.CR · cs.CV · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{53MGPZZZ2SMUSLAQHSQRYNWHW5}

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

5 papers in Pith

Quantization as a Malicious Task: Removing Quantization-Conditioned Backdoors via Task Arithmetic

RogueMerge: Robust and Unified Attacks against LLM Model Merging

Hammer and Anvil: Toward a Theory of Backdoors in Federated Learning

Follow My Eyes: Backdoor Attacks on Goal-Directed Scanpath Prediction

Immunizing 3D Gaussian Generative Models Against Unauthorized Fine-Tuning via Attribute-Space Traps

Receipt and verification

First computed	2026-07-05T05:26:17.633490Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eed867e739d499492c103ca11c36c7b775ed2ce6e302fe9f90ab5edd4c32c33a

Aliases

arxiv: 2212.09067 · arxiv_version: 2212.09067v1 · doi: 10.48550/arxiv.2212.09067 · pith_short_12: 53MGPZZZ2SMU · pith_short_16: 53MGPZZZ2SMUSLAQ · pith_short_8: 53MGPZZZ

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/53MGPZZZ2SMUSLAQHSQRYNWHW5 \
  | 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: eed867e739d499492c103ca11c36c7b775ed2ce6e302fe9f90ab5edd4c32c33a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "48243d00798718d6933fe1b87be581746cff67b5f67b9e19540c50c42cdb7f95",
    "cross_cats_sorted": [
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2022-12-18T11:30:59Z",
    "title_canon_sha256": "b66198dd38d343980bc558f560f4765ba5fb923bbe2aa377d83663a80877d814"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.09067",
    "kind": "arxiv",
    "version": 1
  }
}