Pith Number

pith:G2PFZQCQ

pith:2024:G2PFZQCQLGCUEZJLJZ2WG7ISVI

not attested not anchored not stored refs pending

A Novel Defense Against Poisoning Attacks on Federated Learning: LayerCAM Augmented with Autoencoder

Eduardo Tovar, Jingjing Zheng, Jon Crowcroft, Kai Li, Wei Ni, Xin Yuan

arxiv:2406.02605 v1 · 2024-06-02 · cs.CR · cs.AI · 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{G2PFZQCQLGCUEZJLJZ2WG7ISVI}

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.

Receipt and verification

First computed	2026-07-05T08:27:27.841644Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

369e5cc050598542652b4e75637d12aa2fe62ec0c8b55ff575d7d79dfd4a8059

Aliases

arxiv: 2406.02605 · arxiv_version: 2406.02605v1 · doi: 10.48550/arxiv.2406.02605 · pith_short_12: G2PFZQCQLGCU · pith_short_16: G2PFZQCQLGCUEZJL · pith_short_8: G2PFZQCQ

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/G2PFZQCQLGCUEZJLJZ2WG7ISVI \
  | 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: 369e5cc050598542652b4e75637d12aa2fe62ec0c8b55ff575d7d79dfd4a8059

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2da10fc02abe65478e80c9bb7cd49cdfa85fa3b63b9bcbdd599b48bcd36bdf20",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-06-02T12:37:12Z",
    "title_canon_sha256": "7be2855f908095ff3c6ed33f8b5cc076dd0f27621b88b8140a0841e094a83580"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.02605",
    "kind": "arxiv",
    "version": 1
  }
}