Pith Number

pith:O3LEQK7R

pith:2021:O3LEQK7RUGLAGSDAXE2PFCDMXV

not attested not anchored not stored refs pending

DeSMP: Differential Privacy-exploited Stealthy Model Poisoning Attacks in Federated Learning

Haoting Shen, Md Tamjid Hossain, Shafkat Islam, Shahriar Badsha

arxiv:2109.09955 v1 · 2021-09-21 · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O3LEQK7RUGLAGSDAXE2PFCDMXV}

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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

Stealth by Conformity: Evading Robust Aggregation through Adaptive Poisoning

Receipt and verification

First computed	2026-07-05T03:15:56.372108Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76d6482bf1a196034860b934f2886cbd7b4f8d6dd5ca749467b0bcb5e31de19a

Aliases

arxiv: 2109.09955 · arxiv_version: 2109.09955v1 · doi: 10.48550/arxiv.2109.09955 · pith_short_12: O3LEQK7RUGLA · pith_short_16: O3LEQK7RUGLAGSDA · pith_short_8: O3LEQK7R

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/O3LEQK7RUGLAGSDAXE2PFCDMXV \
  | 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: 76d6482bf1a196034860b934f2886cbd7b4f8d6dd5ca749467b0bcb5e31de19a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "83b181cb713b75c65ac812a9aedefc6486d77358a6a2cb418bccf29ccb30883d",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2021-09-21T04:34:22Z",
    "title_canon_sha256": "c413b75101d2d8229763f9fa4cdb204efa9110ce35651ed45345eb45ee19a45e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.09955",
    "kind": "arxiv",
    "version": 1
  }
}