Pith Number

pith:QWFIWD67

pith:2021:QWFIWD67WTOGUYUXV3EQDRMO7L

not attested not anchored not stored refs pending

Federated Robustness Propagation: Sharing Robustness in Heterogeneous Federated Learning

Haotao Wang, Jiayu Zhou, Junyuan Hong, Zhangyang Wang

arxiv:2106.10196 v2 · 2021-06-18 · cs.LG · cs.DC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QWFIWD67WTOGUYUXV3EQDRMO7L}

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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

How Does the Smoothness Approximation Method Facilitate Generalization for Federated Adversarial Learning?

Receipt and verification

First computed	2026-07-05T04:38:10.882603Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

858a8b0fdfb4dc6a6297aec901c58efad4cab2c635c5ec1e3ca661493fd6a993

Aliases

arxiv: 2106.10196 · arxiv_version: 2106.10196v2 · doi: 10.48550/arxiv.2106.10196 · pith_short_12: QWFIWD67WTOG · pith_short_16: QWFIWD67WTOGUYUX · pith_short_8: QWFIWD67

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/QWFIWD67WTOGUYUXV3EQDRMO7L \
  | 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: 858a8b0fdfb4dc6a6297aec901c58efad4cab2c635c5ec1e3ca661493fd6a993

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d481dea9f41a1eef9a2346b9d2d32d6b0ef37b47d13dbdd520fba4373edd7905",
    "cross_cats_sorted": [
      "cs.DC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-18T15:52:33Z",
    "title_canon_sha256": "ab8a9a8aac8d2dfdbe886653c4420b2a9112b049bdcf4c4f4cefbc1424dacfa5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.10196",
    "kind": "arxiv",
    "version": 2
  }
}