Pith Number

pith:NRGZGHQS

pith:2023:NRGZGHQSS2TZZPD5ZNP23FCPJ4

not attested not anchored not stored refs pending

Scale-MIA: A Scalable Model Inversion Attack against Secure Federated Learning via Latent Space Reconstruction

Chaoyu Zhang, Ning Wang, Shanghao Shi, Wenjing Lou, Yang Xiao, Yi Shi, Y.Thomas Hou

arxiv:2311.05808 v3 · 2023-11-10 · 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{NRGZGHQSS2TZZPD5ZNP23FCPJ4}

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

From Efficiency to Leakage -- Privacy Backdoor in Federated Language Model Fine-Tuning

Receipt and verification

First computed	2026-07-05T09:41:29.633043Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6c4d931e1296a79cbc7dcb5fad944f4f32e4defeeb52433add2a54cad5775987

Aliases

arxiv: 2311.05808 · arxiv_version: 2311.05808v3 · doi: 10.48550/arxiv.2311.05808 · pith_short_12: NRGZGHQSS2TZ · pith_short_16: NRGZGHQSS2TZZPD5 · pith_short_8: NRGZGHQS

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/NRGZGHQSS2TZZPD5ZNP23FCPJ4 \
  | 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: 6c4d931e1296a79cbc7dcb5fad944f4f32e4defeeb52433add2a54cad5775987

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e5121219afbb7f095e83dea9dcc1d242cab5a96a2a168cb28755d76825114309",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-11-10T00:53:22Z",
    "title_canon_sha256": "30a8d1d7946467c87231ade1c48ff0da6e6c5a83380afe149232045f3325e3e4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.05808",
    "kind": "arxiv",
    "version": 3
  }
}