Pith Number

pith:T2NQAV3N

pith:2024:T2NQAV3N6B27DTYAAYBA67HE2P

not attested not anchored not stored refs pending

Non-IID data in Federated Learning: A Survey with Taxonomy, Metrics, Methods, Frameworks and Future Directions

Andrea Vitaletti, Aris Anagnostopoulos, Daniel M. Jimenez G., David Solans, Ioannis Chatzigiannakis, Mikko Heikkila, Nicolas Kourtellis

arxiv:2411.12377 v2 · 2024-11-19 · 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{T2NQAV3N6B27DTYAAYBA67HE2P}

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

7 papers in Pith

Benchmarking Federated Learning and Knowledge Distillation for Point Cloud Classification

AlignFed: Alignment-Aware Asynchronous Federated Fine-Tuning for Large Language Models in Heterogeneous Edge Environments

Entropy-Regularized Probabilistic Gates for Sparse Model Discovery in Scarce-Data Federated Learning

BESplit: Bias-Compensated Split Federated Learning with Evidential Aggregation

FeDa4Fair: Client-Level Federated Datasets for Fairness Evaluation

Receipt and verification

First computed	2026-07-05T09:48:16.754780Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9e9b00576df075f1cf0006020f7ce4d3c6dcbad728b3bc8db6917d9803d80335

Aliases

arxiv: 2411.12377 · arxiv_version: 2411.12377v2 · doi: 10.48550/arxiv.2411.12377 · pith_short_12: T2NQAV3N6B27 · pith_short_16: T2NQAV3N6B27DTYA · pith_short_8: T2NQAV3N

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/T2NQAV3N6B27DTYAAYBA67HE2P \
  | 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: 9e9b00576df075f1cf0006020f7ce4d3c6dcbad728b3bc8db6917d9803d80335

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8da8fa22e76d02870b2697fb2ccf72b6b83a64c45765573a43b667ab235a62b5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-19T09:53:28Z",
    "title_canon_sha256": "90e935708ab7f158de851e345b92b8d03bc70dc7c25630b76897036777cf7673"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.12377",
    "kind": "arxiv",
    "version": 2
  }
}