Pith Number

pith:4IA65L7B

pith:2024:4IA65L7BMNLTUUOI4QLGPB2OQP

not attested not anchored not stored refs pending

Mean Aggregator is More Robust than Robust Aggregators under Label Poisoning Attacks on Distributed Heterogeneous Data

Jie Peng, Qing Ling, Stefan Vlaski, Weiyu Li

arxiv:2404.13647 v2 · 2024-04-21 · 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{4IA65L7BMNLTUUOI4QLGPB2OQP}

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.

Receipt and verification

First computed	2026-07-05T09:54:01.757016Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e201eeafe163573a51c8e41667874e83f567709223b9cef1fdbb23f386c4aab9

Aliases

arxiv: 2404.13647 · arxiv_version: 2404.13647v2 · doi: 10.48550/arxiv.2404.13647 · pith_short_12: 4IA65L7BMNLT · pith_short_16: 4IA65L7BMNLTUUOI · pith_short_8: 4IA65L7B

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/4IA65L7BMNLTUUOI4QLGPB2OQP \
  | 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: e201eeafe163573a51c8e41667874e83f567709223b9cef1fdbb23f386c4aab9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7b91045e8770b46827116e8c517196fdab3ec8701138237d08ac09df6af48d11",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-21T12:49:12Z",
    "title_canon_sha256": "f6d88c5c53e98def3dc8f2dae7a6b88ce29c36ff4752df3526732899cf387671"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.13647",
    "kind": "arxiv",
    "version": 2
  }
}