Pith Number

pith:KSVJGV3Q

pith:2024:KSVJGV3QNCWXVCLSYSTCF2RJNN

not attested not anchored not stored refs pending

FedReMa: Improving Personalized Federated Learning via Leveraging the Most Relevant Clients

Chee Wei Tan, Han Liang, Weijie Liu, Xiaoxi Zhang, Xu Chen, Ziwei Zhan

arxiv:2411.01825 v2 · 2024-11-04 · cs.LG · cs.DC

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{KSVJGV3QNCWXVCLSYSTCF2RJNN}

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	2026-07-05T09:40:44.406659Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

54aa93577068ad7a8972c4a622ea296b7ccb40dca3c2d0d17bfba293616f4d36

Aliases

arxiv: 2411.01825 · arxiv_version: 2411.01825v2 · doi: 10.48550/arxiv.2411.01825 · pith_short_12: KSVJGV3QNCWX · pith_short_16: KSVJGV3QNCWXVCLS · pith_short_8: KSVJGV3Q

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/KSVJGV3QNCWXVCLSYSTCF2RJNN \
  | 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: 54aa93577068ad7a8972c4a622ea296b7ccb40dca3c2d0d17bfba293616f4d36

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b16b013c5c1f812e2b4f9c18b103547a1289a6f2f565cfec40433e406183a33",
    "cross_cats_sorted": [
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-04T05:44:28Z",
    "title_canon_sha256": "0f2dd388efc6200f0ab641e0dfd6de60b195bc3c1ca2359d7daf55e703ead0bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.01825",
    "kind": "arxiv",
    "version": 2
  }
}