Pith Number

pith:MW6TZ22R

pith:2024:MW6TZ22R5VYT3Q5MSJUG3YSHPT

not attested not anchored not stored refs pending

Advances in Robust Federated Learning: A Survey with Heterogeneity Considerations

Chuan Chen, Sheng Huang, Tianchi Liao, Xiaojun Deng, Zibin Zheng, Zihou Wu

arxiv:2405.09839 v2 · 2024-05-16 · 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{MW6TZ22R5VYT3Q5MSJUG3YSHPT}

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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

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

Receipt and verification

First computed	2026-07-05T10:26:37.825437Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

65bd3ceb51ed713dc3ac92686de2477cc5e5e2d89783b38dabaccad88feb447a

Aliases

arxiv: 2405.09839 · arxiv_version: 2405.09839v2 · doi: 10.48550/arxiv.2405.09839 · pith_short_12: MW6TZ22R5VYT · pith_short_16: MW6TZ22R5VYT3Q5M · pith_short_8: MW6TZ22R

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/MW6TZ22R5VYT3Q5MSJUG3YSHPT \
  | 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: 65bd3ceb51ed713dc3ac92686de2477cc5e5e2d89783b38dabaccad88feb447a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b9fd0000c32f287f073acf18fe823f262db150c0ff2d6f9fbe1a980f32a860c",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-16T06:35:42Z",
    "title_canon_sha256": "3e8b49933d4ca6f257c197c68518f77c7b372a84df1f4f707e646ee5d7410a58"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09839",
    "kind": "arxiv",
    "version": 2
  }
}