Pith Number

pith:ARC2OSDV

pith:2026:ARC2OSDVRKWJMOUZDFS5BWSY77

not attested not anchored not stored refs pending

Assessing the Impacts of Imperfect Datasets on Client Selections in Federated Learning

Li-Hsing Yen, Yan-Wei Chen, Yuan-Heng Tsai

arxiv:2608.02250 v1 · 2026-08-03 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{ARC2OSDVRKWJMOUZDFS5BWSY77}

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	2026-08-04T02:11:29.553839Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0445a748758aac963a991965d0da58ffe6f8a91db9857672f5d8032e71f9c1a1

Aliases

arxiv: 2608.02250 · arxiv_version: 2608.02250v1 · doi: 10.48550/arxiv.2608.02250 · pith_short_12: ARC2OSDVRKWJ · pith_short_16: ARC2OSDVRKWJMOUZ · pith_short_8: ARC2OSDV

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/ARC2OSDVRKWJMOUZDFS5BWSY77 \
  | 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: 0445a748758aac963a991965d0da58ffe6f8a91db9857672f5d8032e71f9c1a1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "15670dd76656458c71b7a3fa93a06c07a79745920f2f3556eb9eb989adbe4db0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2026-08-03T13:58:35Z",
    "title_canon_sha256": "833e4f6409d6a8b0de270396b7db5fd500b215e06894154bc145ad0750fec6a2"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2608.02250",
    "kind": "arxiv",
    "version": 1
  }
}