Pith Number

pith:BRPWJ3CH

pith:2022:BRPWJ3CHLPJXQZOENUA43X5LEQ

not attested not anchored not stored refs pending

FedNoiL: A Simple Two-Level Sampling Method for Federated Learning with Noisy Labels

Bo Han, Guodong Long, Jing Jiang, Tianyi Zhou, Zhuowei Wang

arxiv:2205.10110 v1 · 2022-05-20 · 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{BRPWJ3CHLPJXQZOENUA43X5LEQ}

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

2 papers in Pith

Learning Locally, Revising Globally: Global Reviser for Federated Learning with Noisy Labels

SplitFed-CL: A Split Federated Co-Learning Framework for Medical Image Segmentation with Inaccurate Labels

Receipt and verification

First computed	2026-07-05T04:25:03.410328Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0c5f64ec475bd37865c46d01cddfab24283dab6c1b7b7d2fda50568926bdfa75

Aliases

arxiv: 2205.10110 · arxiv_version: 2205.10110v1 · doi: 10.48550/arxiv.2205.10110 · pith_short_12: BRPWJ3CHLPJX · pith_short_16: BRPWJ3CHLPJXQZOE · pith_short_8: BRPWJ3CH

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/BRPWJ3CHLPJXQZOENUA43X5LEQ \
  | 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: 0c5f64ec475bd37865c46d01cddfab24283dab6c1b7b7d2fda50568926bdfa75

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "444a59165d9c33a9bbc8fce68e49f342c2cb541a003a7dfa82a0dc527df1ed04",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-20T12:06:39Z",
    "title_canon_sha256": "25d97c9f7f8ed2130d497df217ec1e95641de8a598a8b1cd276da542fba6f5c4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.10110",
    "kind": "arxiv",
    "version": 1
  }
}