Pith Number

pith:B66SESDK

pith:2023:B66SESDKVHGJDSZG2ES5576EG6

not attested not anchored not stored refs pending

Gradient-Free Privacy Leakage in Federated Language Models through Selective Weight Tampering

Kang Gu, Md Rafi Ur Rashid, Najrin Sultana, Shagufta Mehnaz, Vishnu Asutosh Dasu

arxiv:2310.16152 v5 · 2023-10-24 · cs.CR · 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{B66SESDKVHGJDSZG2ES5576EG6}

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

Federated Large Language Models: Feasibility, Robustness, Security and Future Directions

Receipt and verification

First computed	2026-07-21T01:20:30.560161Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0fbd22486aa9cc91cb26d125deffc437a5868dea229e7de279099cbee63bb57a

Aliases

arxiv: 2310.16152 · arxiv_version: 2310.16152v5 · doi: 10.48550/arxiv.2310.16152 · pith_short_12: B66SESDKVHGJ · pith_short_16: B66SESDKVHGJDSZG · pith_short_8: B66SESDK

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/B66SESDKVHGJDSZG2ES5576EG6 \
  | 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: 0fbd22486aa9cc91cb26d125deffc437a5868dea229e7de279099cbee63bb57a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1017115222841a5f82993ac52d15050c65af07ddbee28c85e3b43ba8f2c88e0a",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2023-10-24T19:50:01Z",
    "title_canon_sha256": "38ffa088a77eac576d063ba4b38b45da7c2aafd2535b295207c6aab07ef89bce"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.16152",
    "kind": "arxiv",
    "version": 5
  }
}