Pith Number

pith:QG4UHHRO

pith:2025:QG4UHHRO4CTIQ5THMBF3EIILKL

not attested not anchored not stored refs pending

Choice Outweighs Effort: Facilitating Complementary Knowledge Fusion in Federated Learning via Re-calibration and Merit-discrimination

Dongrun Li, Ming Yang, Shibo He, Xiaoming Wu, Xiaoyang Yu, Xin Wang

arxiv:2508.17954 v1 · 2025-08-25 · 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{QG4UHHRO4CTIQ5THMBF3EIILKL}

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

Beam Geometry and Input Dimensionality: Impact on Sparse-Sampling Artifact Correction for Clinical CT with U-Nets

Receipt and verification

First computed	2026-07-05T11:58:50.943146Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81b9439e2ee0a6887667604bb2210b52e5893d82b0f7918b368befec2669b3c3

Aliases

arxiv: 2508.17954 · arxiv_version: 2508.17954v1 · doi: 10.48550/arxiv.2508.17954 · pith_short_12: QG4UHHRO4CTI · pith_short_16: QG4UHHRO4CTIQ5TH · pith_short_8: QG4UHHRO

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/QG4UHHRO4CTIQ5THMBF3EIILKL \
  | 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: 81b9439e2ee0a6887667604bb2210b52e5893d82b0f7918b368befec2669b3c3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f85207a483b28aa1cedf7024b8c9500d0de229c7e7200e9f95d9a8f60df18c55",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-25T12:18:25Z",
    "title_canon_sha256": "f1a0ee6bef690649377ba6e9256a07757b53d026640743d6b7bc864675ede323"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.17954",
    "kind": "arxiv",
    "version": 1
  }
}