Pith Number

pith:MWEMOWQ6

pith:2024:MWEMOWQ6KHHYRMBKJLCLWXHUYO

not attested not anchored not stored refs pending

Generalization Error Matters in Decentralized Learning Under Byzantine Attacks

Haoxiang Ye, Qing Ling

arxiv:2407.08632 v1 · 2024-07-11 · 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{MWEMOWQ6KHHYRMBKJLCLWXHUYO}

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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

Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning

Receipt and verification

First computed	2026-07-05T08:42:50.818516Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6588c75a1e51cf88b02a4ac4bb5cf4c3a369e5d30d105fae1fb8fec231a42d7d

Aliases

arxiv: 2407.08632 · arxiv_version: 2407.08632v1 · doi: 10.48550/arxiv.2407.08632 · pith_short_12: MWEMOWQ6KHHY · pith_short_16: MWEMOWQ6KHHYRMBK · pith_short_8: MWEMOWQ6

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/MWEMOWQ6KHHYRMBKJLCLWXHUYO \
  | 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: 6588c75a1e51cf88b02a4ac4bb5cf4c3a369e5d30d105fae1fb8fec231a42d7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "491510a51a0b997b18f8071ac51299102213f615fbe0f85b33a1a40636b098d8",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-11T16:12:53Z",
    "title_canon_sha256": "7080e5c2455d05d4031957038cff85fb0465fcfae4411645c21648a3c66c8e17"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.08632",
    "kind": "arxiv",
    "version": 1
  }
}