Pith Number

pith:GATUQPJP

pith:2023:GATUQPJPFTYU5CDK5HYCBBMVMC

not attested not anchored not stored refs pending

pFedSim: Similarity-Aware Model Aggregation Towards Personalized Federated Learning

Gang Liu, Jessie Hui Wang, Jiahao Tan, Shui Yu, Yipeng Zhou

arxiv:2305.15706 v1 · 2023-05-25 · 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{GATUQPJPFTYU5CDK5HYCBBMVMC}

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

2 papers in Pith

On What We Can Learn from Low-Resolution Data

FedOBP: Federated Optimal Brain Personalization through Cloud-Edge Element-wise Decoupling

Receipt and verification

First computed	2026-07-05T06:13:43.492404Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3027483d2f2cf14e886ae9f020859560a00c00eedb88b3045683bb4abdd85cc3

Aliases

arxiv: 2305.15706 · arxiv_version: 2305.15706v1 · doi: 10.48550/arxiv.2305.15706 · pith_short_12: GATUQPJPFTYU · pith_short_16: GATUQPJPFTYU5CDK · pith_short_8: GATUQPJP

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/GATUQPJPFTYU5CDK5HYCBBMVMC \
  | 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: 3027483d2f2cf14e886ae9f020859560a00c00eedb88b3045683bb4abdd85cc3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a71f23a3b8a38897e9ca844694a6e663c48c04ce6110f64d7b9d30e303e82a0d",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-25T04:25:55Z",
    "title_canon_sha256": "0c981fbaf91559a32b1381d4f1e11752a1b19ec37122f7cd53620d68296b308d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.15706",
    "kind": "arxiv",
    "version": 1
  }
}