Pith Number

pith:GO3TBCCT

pith:2025:GO3TBCCTDSP2GDWQB6SGBN5SBF

not attested not anchored not stored refs pending

Do We Really Need to Design New Byzantine-robust Aggregation Rules?

Haibo Yang, Minghong Fang, Seyedsina Nabavirazavi, Sundararaja Sitharama Iyengar, Wei Sun, Zhuqing Liu

arxiv:2501.17381 v1 · 2025-01-29 · cs.CR · cs.DC · 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{GO3TBCCTDSP2GDWQB6SGBN5SBF}

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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

AdaBFL: Multi-Layer Defensive Adaptive Aggregation for Bzantine-Robust Federated Learning

Receipt and verification

First computed	2026-07-05T10:06:52.082856Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33b73088531c9fa30ed00fa460b7b2096ee146683de14c991a871728cfc37482

Aliases

arxiv: 2501.17381 · arxiv_version: 2501.17381v1 · doi: 10.48550/arxiv.2501.17381 · pith_short_12: GO3TBCCTDSP2 · pith_short_16: GO3TBCCTDSP2GDWQ · pith_short_8: GO3TBCCT

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/GO3TBCCTDSP2GDWQB6SGBN5SBF \
  | 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: 33b73088531c9fa30ed00fa460b7b2096ee146683de14c991a871728cfc37482

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a3043457ae1a483269053bae812352430e2c49674346378ba21cccdda0188a5d",
    "cross_cats_sorted": [
      "cs.DC",
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2025-01-29T02:28:03Z",
    "title_canon_sha256": "21f132b26f7fdf2975b79267e3110327226e3bbaca2f6803f19d3577502de557"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.17381",
    "kind": "arxiv",
    "version": 1
  }
}