Pith Number

pith:FBVOSSB5

pith:2024:FBVOSSB56QD62SLFYW6KVF2JAT

not attested not anchored not stored refs pending

The Federation Strikes Back: A Survey of Federated Learning Privacy Attacks, Defenses, Applications, and Policy Landscape

Arash Nourian, Dimitris Dimitriadis, Holger R. Roth, Jiacheng Li, Joshua C. Zhao, Kevin S. Chan, Ninghui Li, Salman Avestimehr, Saurabh Bagchi, Somali Chaterji

arxiv:2405.03636 v3 · 2024-05-06 · cs.CR · 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{FBVOSSB56QD62SLFYW6KVF2JAT}

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

A Post-Processing-Based Fair Federated Learning Framework

Receipt and verification

First computed	2026-07-05T10:37:26.177068Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

286ae9483df407ed4965c5bcaa974904c78891ead14023870d9d6938712a5fdc

Aliases

arxiv: 2405.03636 · arxiv_version: 2405.03636v3 · doi: 10.48550/arxiv.2405.03636 · pith_short_12: FBVOSSB56QD6 · pith_short_16: FBVOSSB56QD62SLF · pith_short_8: FBVOSSB5

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/FBVOSSB56QD62SLFYW6KVF2JAT \
  | 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: 286ae9483df407ed4965c5bcaa974904c78891ead14023870d9d6938712a5fdc

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "94eb6881f5be2bb482870d45430faa4ac09dafca58cbdc375de48f1cef4b426f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CR",
    "submitted_at": "2024-05-06T16:55:20Z",
    "title_canon_sha256": "f9ad9e96e3c671b247fe7fe42d7e88a57a8ab65f2d2638a78ae69ef88139e6db"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.03636",
    "kind": "arxiv",
    "version": 3
  }
}