Pith Number

pith:TAFDATAT

pith:2022:TAFDATATAQ75APJGN6HDHDFT5L

not attested not anchored not stored refs pending

Adaptive Personlization in Federated Learning for Highly Non-i.i.d. Data

Azade Farshad, Johann Boschmann, Maximilian Frantzen, Nassir Navab, Richard Gaus, Yousef Yeganeh

arxiv:2207.03448 v1 · 2022-07-07 · 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{TAFDATATAQ75APJGN6HDHDFT5L}

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	2026-07-05T04:38:22.402964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

980a304c13043fd03d266f8e338cb3eac9f3dff6de6c81febf8bf627c78bc292

Aliases

arxiv: 2207.03448 · arxiv_version: 2207.03448v1 · doi: 10.48550/arxiv.2207.03448 · pith_short_12: TAFDATATAQ75 · pith_short_16: TAFDATATAQ75APJG · pith_short_8: TAFDATAT

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/TAFDATATAQ75APJGN6HDHDFT5L \
  | 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: 980a304c13043fd03d266f8e338cb3eac9f3dff6de6c81febf8bf627c78bc292

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "110d11eafe9351c63025d6cb2cfb92344d465d97f5b51a6a07696abff938fffc",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-07-07T17:25:04Z",
    "title_canon_sha256": "961c07756ae7b2967dd69532faa3fc515d98da6ce4ca8802bcef6d531c317e76"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2207.03448",
    "kind": "arxiv",
    "version": 1
  }
}