Pith Number

pith:IB6LU7PE

pith:2022:IB6LU7PE3VJCYZJT6XCCL7MPJS

not attested not anchored not stored refs pending

Using adversarial images to improve outcomes of federated learning for non-IID data

Anastasiya Danilenka, Jacek Ma\'ndziuk, Marcin Paprzycki, Maria Ganzha

arxiv:2206.08124 v1 · 2022-06-16 · 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{IB6LU7PE3VJCYZJT6XCCL7MPJS}

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	2026-07-05T04:32:22.480950Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

407cba7de4dd522c6533f5c425fd8f4cbd284374eaf938df361ac762c843e3e8

Aliases

arxiv: 2206.08124 · arxiv_version: 2206.08124v1 · doi: 10.48550/arxiv.2206.08124 · pith_short_12: IB6LU7PE3VJC · pith_short_16: IB6LU7PE3VJCYZJT · pith_short_8: IB6LU7PE

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/IB6LU7PE3VJCYZJT6XCCL7MPJS \
  | 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: 407cba7de4dd522c6533f5c425fd8f4cbd284374eaf938df361ac762c843e3e8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3762e27a983eaef8d69c2da9eede648976359d9855952895c557b63128492ea9",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-06-16T12:37:58Z",
    "title_canon_sha256": "b02c482b7ec05e9ba9b81b3c557a076f81d560bc56748ab568d03bf37dd48f91"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.08124",
    "kind": "arxiv",
    "version": 1
  }
}