Pith Number

pith:XVMQFACJ

pith:2022:XVMQFACJMHKRIWTPLJ4BW5WNGV

not attested not anchored not stored refs pending

Find Your Friends: Personalized Federated Learning with the Right Collaborators

Brendan Leigh Ross, Jesse C. Cresswell, Junfeng Wen, Yenson Lau, Yi Sui

arxiv:2210.06597 v2 · 2022-10-12 · 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{XVMQFACJMHKRIWTPLJ4BW5WNGV}

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

Receipt and verification

First computed	2026-07-05T05:07:05.261297Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bd5902804961d5145a6f5a781b76cd357b76d557a69b94c613f44df0be9699c8

Aliases

arxiv: 2210.06597 · arxiv_version: 2210.06597v2 · doi: 10.48550/arxiv.2210.06597 · pith_short_12: XVMQFACJMHKR · pith_short_16: XVMQFACJMHKRIWTP · pith_short_8: XVMQFACJ

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/XVMQFACJMHKRIWTPLJ4BW5WNGV \
  | 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: bd5902804961d5145a6f5a781b76cd357b76d557a69b94c613f44df0be9699c8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "305902cc308f04e9a18c347679176621db3126230e60bd98bb504f469c3f10c3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-10-12T21:29:22Z",
    "title_canon_sha256": "5c8f04248bf06e1834a48f961d15bfa9960cea793c5580b5fc953fa120c0024e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2210.06597",
    "kind": "arxiv",
    "version": 2
  }
}