Pith Number

pith:TQSWQXGI

pith:2024:TQSWQXGIKC65P7LC3EWYVQXFLL

not attested not anchored not stored refs pending

Contribution Evaluation of Heterogeneous Participants in Federated Learning via Prototypical Representations

Jin Song Dong, Minghao Yao, Qi Guo, Saiyu Qi, Yong Qi, Yun Lin, Zhen Tian

arxiv:2407.02073 v1 · 2024-07-02 · cs.LG

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\usepackage{pith}
\pithnumber{TQSWQXGIKC65P7LC3EWYVQXFLL}

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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

Boosting Multimodal Federated Learning via Chained Modality Optimization

Receipt and verification

First computed	2026-07-05T08:39:09.688151Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c25685cc850bdd7fd62d92d8ac2e55aedc5b3ccf63a4f50a6510254ecebb5cb

Aliases

arxiv: 2407.02073 · arxiv_version: 2407.02073v1 · doi: 10.48550/arxiv.2407.02073 · pith_short_12: TQSWQXGIKC65 · pith_short_16: TQSWQXGIKC65P7LC · pith_short_8: TQSWQXGI

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/TQSWQXGIKC65P7LC3EWYVQXFLL \
  | 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: 9c25685cc850bdd7fd62d92d8ac2e55aedc5b3ccf63a4f50a6510254ecebb5cb

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2283bd99e92894e01d350090fc5d20782a5d4e0791ec56f71bf698c7132940ab",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-02T09:05:43Z",
    "title_canon_sha256": "e3d0816da9e00b679e4f33d41dabc6c8cce57c0ffe0a19a80e9bd1ac46e033b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.02073",
    "kind": "arxiv",
    "version": 1
  }
}