Pith Number

pith:OWNPGUH5

pith:2022:OWNPGUH5LJG2E67Z53A6HMC5WM

not attested not anchored not stored refs pending

Enhancing Privacy against Inversion Attacks in Federated Learning by using Mixing Gradients Strategies

Antonios Georgiadis, Fran Silavong, Sanket Kamthe, Sean J. Moran, Shaltiel Eloul

arxiv:2204.12495 v1 · 2022-04-26 · cs.LG · cs.AI · cs.CR · cs.CY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OWNPGUH5LJG2E67Z53A6HMC5WM}

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

PC-MoE: Memory-Efficient and Privacy-Preserving Collaborative Training for Mixture-of-Experts LLMs

Receipt and verification

First computed	2026-07-05T04:18:19.587561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

759af350fd5a4da27bf9eec1e3b05db30f520838993bcd86343fd024403e1fed

Aliases

arxiv: 2204.12495 · arxiv_version: 2204.12495v1 · doi: 10.48550/arxiv.2204.12495 · pith_short_12: OWNPGUH5LJG2 · pith_short_16: OWNPGUH5LJG2E67Z · pith_short_8: OWNPGUH5

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/OWNPGUH5LJG2E67Z53A6HMC5WM \
  | 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: 759af350fd5a4da27bf9eec1e3b05db30f520838993bcd86343fd024403e1fed

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "93ff149cc46e737c1109e169d68ae553ac80dba55adf9ad421c22a25c523001e",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR",
      "cs.CY"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-04-26T12:08:28Z",
    "title_canon_sha256": "2f8383b4cd632c3c7dc08c081cefc8280d28946e4442011413704d5bca8485fd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2204.12495",
    "kind": "arxiv",
    "version": 1
  }
}