Pith Number

pith:HMDV246Z

pith:2021:HMDV246Z3WI2GHNTJSBYB5DOZV

not attested not anchored not stored refs pending

Adapt to Adaptation: Learning Personalization for Cross-Silo Federated Learning

Jun Luo, Shandong Wu

arxiv:2110.08394 v3 · 2021-10-15 · 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{HMDV246Z3WI2GHNTJSBYB5DOZV}

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

FedBKD: Distilled Federated Learning to Embrace Gerneralization and Personalization on Non-IID Data

Receipt and verification

First computed	2026-07-05T04:29:10.069817Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3b075d73d9dd91a31db34c8380f46ecd7f39e7c609c71c64f927713105b69079

Aliases

arxiv: 2110.08394 · arxiv_version: 2110.08394v3 · doi: 10.48550/arxiv.2110.08394 · pith_short_12: HMDV246Z3WI2 · pith_short_16: HMDV246Z3WI2GHNT · pith_short_8: HMDV246Z

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/HMDV246Z3WI2GHNTJSBYB5DOZV \
  | 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: 3b075d73d9dd91a31db34c8380f46ecd7f39e7c609c71c64f927713105b69079

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "42a61880f4000198bf136bee995cd61dcf7f4cfde518b0cfcada13714ed4ae1c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-10-15T22:23:14Z",
    "title_canon_sha256": "aaa6fc90e9ac3b13e187728d88b29d743e08809ed371121d12d0f4811f00fea5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2110.08394",
    "kind": "arxiv",
    "version": 3
  }
}