Pith Number

pith:UQIZ2Z6S

pith:2024:UQIZ2Z6SGVALNWAIS7ZAL6OSFA

not attested not anchored not stored refs pending

Sensitivity Curve Maximization: Attacking Robust Aggregators in Distributed Learning

Abdelhak M. Zoubir, Christian A. Schroth, Stefan Vlaski

arxiv:2412.17740 v1 · 2024-12-23 · cs.LG · eess.SP

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UQIZ2Z6SGVALNWAIS7ZAL6OSFA}

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.

Cited by

1 paper in Pith

Generalization Error Analysis for Attack-Free and Byzantine-Resilient Decentralized Learning with Data Heterogeneity

Receipt and verification

First computed	2026-07-05T09:53:26.826534Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a4119d67d23540b6d80897f205f9d2283eb5029a389207875c9f5def89d362fa

Aliases

arxiv: 2412.17740 · arxiv_version: 2412.17740v1 · doi: 10.48550/arxiv.2412.17740 · pith_short_12: UQIZ2Z6SGVAL · pith_short_16: UQIZ2Z6SGVALNWAI · pith_short_8: UQIZ2Z6S

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/UQIZ2Z6SGVALNWAIS7ZAL6OSFA \
  | 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: a4119d67d23540b6d80897f205f9d2283eb5029a389207875c9f5def89d362fa

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2f75911f4967a21f6412df953c9710e196fc118750dd655d21b5a3f212ace32b",
    "cross_cats_sorted": [
      "eess.SP"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-23T17:44:03Z",
    "title_canon_sha256": "5bfdbb4620da65bd92834e8da6bf91968739b12b8e651850a98d9dc75241159e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.17740",
    "kind": "arxiv",
    "version": 1
  }
}