Pith Number

pith:WTWD6IPD

pith:2023:WTWD6IPD3SX7AW6OULXVEBAKAV

not attested not anchored not stored refs pending

Federated Learning with Extremely Noisy Clients via Negative Distillation

Bo Han, Hanzi Wang, Lin Chen, Yang Lu, Yiliang Zhang, Yiu-ming Cheung, Yonggang Zhang

arxiv:2312.12703 v2 · 2023-12-20 · 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{WTWD6IPD3SX7AW6OULXVEBAKAV}

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

Robust Federated Learning against Noisy Clients via Masked Optimization

Receipt and verification

First computed	2026-07-05T07:48:33.405448Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b4ec3f21e3dcaff05bcea2ef52040a0557ec0329f829807b4bc0b887c9b161df

Aliases

arxiv: 2312.12703 · arxiv_version: 2312.12703v2 · doi: 10.48550/arxiv.2312.12703 · pith_short_12: WTWD6IPD3SX7 · pith_short_16: WTWD6IPD3SX7AW6O · pith_short_8: WTWD6IPD

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/WTWD6IPD3SX7AW6OULXVEBAKAV \
  | 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: b4ec3f21e3dcaff05bcea2ef52040a0557ec0329f829807b4bc0b887c9b161df

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b09bf602d6524e541b74b9d37102e5713b792ba9f668b59ecd1801e75e803a87",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-12-20T01:59:48Z",
    "title_canon_sha256": "c0301d192a0b89a3759e826f3478c5f31d98e761f408c6d83d5a18d0f40d42ae"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2312.12703",
    "kind": "arxiv",
    "version": 2
  }
}