Pith Number

pith:J65ESVHI

pith:2022:J65ESVHIMUQU4FJOP56N2SZURX

not attested not anchored not stored refs pending

SplitGP: Achieving Both Generalization and Personalization in Federated Learning

Christopher G. Brinton, Dong-Jun Han, Do-Yeon Kim, Jaekyun Moon, Minseok Choi

arxiv:2212.08343 v2 · 2022-12-16 · 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{J65ESVHIMUQU4FJOP56N2SZURX}

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

Generalising Battery Control in Net-Zero Buildings via Personalised Federated RL

Receipt and verification

First computed	2026-07-05T05:40:52.102906Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4fba4954e865214e152e7f7cdd4b348dd76df47be145f6ee6c69d0bd573d4cb2

Aliases

arxiv: 2212.08343 · arxiv_version: 2212.08343v2 · doi: 10.48550/arxiv.2212.08343 · pith_short_12: J65ESVHIMUQU · pith_short_16: J65ESVHIMUQU4FJO · pith_short_8: J65ESVHI

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/J65ESVHIMUQU4FJOP56N2SZURX \
  | 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: 4fba4954e865214e152e7f7cdd4b348dd76df47be145f6ee6c69d0bd573d4cb2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "410b9b0e22781dfa4919e695a4451be00e4c5057901f905a2386d19984e17523",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-12-16T08:37:24Z",
    "title_canon_sha256": "70a017126ecf58f2be2ce32e3f63577a23d467336d50f4fe66256cd37eb45a98"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2212.08343",
    "kind": "arxiv",
    "version": 2
  }
}