Pith Number

pith:YWCCR5M6

pith:2022:YWCCR5M6HTQEYPUFFY6KKGXC36

not attested not anchored not stored refs pending

Labeling Chaos to Learning Harmony: Federated Learning with Noisy Labels

Aaqib Saeed, Nirvana Meratnia, Tanir Ozcelebi, Vasileios Tsouvalas

arxiv:2208.09378 v3 · 2022-08-19 · 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{YWCCR5M6HTQEYPUFFY6KKGXC36}

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.

Receipt and verification

First computed	2026-07-05T06:14:04.883594Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c58428f59e3ce04c3e852e3ca51ae2dfad573e1abca92ed03f0d04ded9c696de

Aliases

arxiv: 2208.09378 · arxiv_version: 2208.09378v3 · doi: 10.48550/arxiv.2208.09378 · pith_short_12: YWCCR5M6HTQE · pith_short_16: YWCCR5M6HTQEYPUF · pith_short_8: YWCCR5M6

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/YWCCR5M6HTQEYPUFFY6KKGXC36 \
  | 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: c58428f59e3ce04c3e852e3ca51ae2dfad573e1abca92ed03f0d04ded9c696de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cbdfb66bf36cf14d3ae5446034027f11574aa78840a68f8a762f27dd8916871f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-19T14:47:40Z",
    "title_canon_sha256": "1a9f4d0b7a5bdf5e96f66f79a6ebffb2ff06d8e45d1e76a855f365ba492c41ca"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.09378",
    "kind": "arxiv",
    "version": 3
  }
}