Pith Number

pith:Q6DY7N5M

pith:2023:Q6DY7N5MGYJSLHSUA4Q75CLBJG

not attested not anchored not stored refs pending

Heterogeneous Federated Learning: State-of-the-art and Research Challenges

Bo Du, Dacheng Tao, Mang Ye, Pong C. Yuen, Xiuwen Fang

arxiv:2307.10616 v2 · 2023-07-20 · cs.LG · cs.AI · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Q6DY7N5MGYJSLHSUA4Q75CLBJG}

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

FNBench: Benchmarking Robust Federated Learning against Noisy Labels

Receipt and verification

First computed	2026-07-05T06:48:50.354328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

87878fb7ac3613259e540721fe896149a329de155a4ca66c17f6d13cd2aff606

Aliases

arxiv: 2307.10616 · arxiv_version: 2307.10616v2 · doi: 10.48550/arxiv.2307.10616 · pith_short_12: Q6DY7N5MGYJS · pith_short_16: Q6DY7N5MGYJSLHSU · pith_short_8: Q6DY7N5M

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/Q6DY7N5MGYJSLHSUA4Q75CLBJG \
  | 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: 87878fb7ac3613259e540721fe896149a329de155a4ca66c17f6d13cd2aff606

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "542828a5d41d4e12febde050a9ca2b6a287f5eb028a49e59b910b6b4b3deff1a",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-07-20T06:32:14Z",
    "title_canon_sha256": "5af387e5a0405bec4c4f52a4d6c26d341236673d36f90cb21bb0fc10985637fc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2307.10616",
    "kind": "arxiv",
    "version": 2
  }
}