Pith Number

pith:2HZBUK2W

pith:2023:2HZBUK2WOEKJEF7HFNKMWTTOD3

not attested not anchored not stored refs pending

Joint Local Relational Augmentation and Global Nash Equilibrium for Federated Learning with Non-IID Data

Chaochao Chen, Huabin Zhu, Mengling Hu, Pengyang Zhou, Shuheng Shen, Weiming Liu, Weiqiang Wang, Xiaolin Zheng, Xinting Liao, Yanchao Tan

arxiv:2308.11646 v1 · 2023-08-17 · cs.LG · cs.AI · cs.GT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2HZBUK2WOEKJEF7HFNKMWTTOD3}

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	2026-07-05T06:43:52.615748Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d1f21a2b5671149217e72b54cb4e6e1ee4f9d35bfed23325e189d682804e7b93

Aliases

arxiv: 2308.11646 · arxiv_version: 2308.11646v1 · doi: 10.48550/arxiv.2308.11646 · pith_short_12: 2HZBUK2WOEKJ · pith_short_16: 2HZBUK2WOEKJEF7H · pith_short_8: 2HZBUK2W

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/2HZBUK2WOEKJEF7HFNKMWTTOD3 \
  | 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: d1f21a2b5671149217e72b54cb4e6e1ee4f9d35bfed23325e189d682804e7b93

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec21a09001010ef8ac7ae33e9fffe681e168820523127e8b6baeab0ae38dafba",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.GT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-17T06:17:51Z",
    "title_canon_sha256": "035e1f786c8fe159ceb800387aa782f34c149a5b56d4442d8aa9cebed7a15d1c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.11646",
    "kind": "arxiv",
    "version": 1
  }
}