Pith Number

pith:UWWHDGCP

pith:2022:UWWHDGCPWVF53GPPXKASESOYG5

not attested not anchored not stored refs pending

Do Gradient Inversion Attacks Make Federated Learning Unsafe?

Ali Hatamizadeh, Andrew Feng, Andriy Myronenko, Daguang Xu, Holger R. Roth, Hongxu Yin, Jan Kautz, Mona G. Flores, Pavlo Molchanov, Prerna Dogra, Wenqi Li

arxiv:2202.06924 v3 · 2022-02-14 · cs.LG · cs.CR · cs.CV · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{UWWHDGCPWVF53GPPXKASESOYG5}

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	2026-07-05T05:37:04.826115Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a5ac71984fb54bdd99efba812249d8376fb4a745761faa6c80de64948e327ec1

Aliases

arxiv: 2202.06924 · arxiv_version: 2202.06924v3 · doi: 10.48550/arxiv.2202.06924 · pith_short_12: UWWHDGCPWVF5 · pith_short_16: UWWHDGCPWVF53GPP · pith_short_8: UWWHDGCP

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/UWWHDGCPWVF53GPPXKASESOYG5 \
  | 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: a5ac71984fb54bdd99efba812249d8376fb4a745761faa6c80de64948e327ec1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "dfc67faa06e98749a24e9b4d6e87383911837bf99b4c4b9c3761a57a6c59a0ac",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.CV",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-14T18:33:12Z",
    "title_canon_sha256": "b9d4f8581b3c322350b3696b072b28c0f9eec9f8d34edae931129e0b089f93d3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.06924",
    "kind": "arxiv",
    "version": 3
  }
}