Pith Number

pith:ZALSDYSM

pith:2021:ZALSDYSMLOAY2GNIYO3KW52ZCN

not attested not anchored not stored refs pending

Stochastic Alternating Direction Method of Multipliers for Byzantine-Robust Distributed Learning

Feng Lin, Qing Ling, Weiyu Li

arxiv:2106.06891 v1 · 2021-06-13 · math.OC · cs.LG · 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{ZALSDYSMLOAY2GNIYO3KW52ZCN}

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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

Decoding FL Defenses: Systemization, Pitfalls, and Remedies

Receipt and verification

First computed	2026-07-05T02:48:42.212235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c81721e24c5b818d19a8c3b6ab7759134d4ee0f928252be00a3c03d00245af5a

Aliases

arxiv: 2106.06891 · arxiv_version: 2106.06891v1 · doi: 10.48550/arxiv.2106.06891 · pith_short_12: ZALSDYSMLOAY · pith_short_16: ZALSDYSMLOAY2GNI · pith_short_8: ZALSDYSM

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/ZALSDYSMLOAY2GNIYO3KW52ZCN \
  | 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: c81721e24c5b818d19a8c3b6ab7759134d4ee0f928252be00a3c03d00245af5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fef9008f3e160012763b5d8cd4e27dcfe647d5a67083770800ac63a218b14b1e",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2021-06-13T01:17:31Z",
    "title_canon_sha256": "7bbccf73371d94e477b14affa977e927beedd491ccf7034762462740886f25be"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.06891",
    "kind": "arxiv",
    "version": 1
  }
}