Pith Number

pith:2MHU2GVU

pith:2021:2MHU2GVU6ZSSTBJB5Y3WGJWGJ2

not attested not anchored not stored refs pending

When the Curious Abandon Honesty: Federated Learning Is Not Private

Adam Dziedzic, Ali Shahin Shamsabadi, Franziska Boenisch, Ilia Shumailov, Nicolas Papernot, Roei Schuster

arxiv:2112.02918 v2 · 2021-12-06 · cs.LG · cs.CR · 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{2MHU2GVU6ZSSTBJB5Y3WGJWGJ2}

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

Probing Memorization of Tabular In-Context Learning

Receipt and verification

First computed	2026-07-05T06:00:29.204519Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d30f4d1ab4f665298521ee376326c64ea7c663410b62cc3d92d546d9ca31788d

Aliases

arxiv: 2112.02918 · arxiv_version: 2112.02918v2 · doi: 10.48550/arxiv.2112.02918 · pith_short_12: 2MHU2GVU6ZSS · pith_short_16: 2MHU2GVU6ZSSTBJB · pith_short_8: 2MHU2GVU

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/2MHU2GVU6ZSSTBJB5Y3WGJWGJ2 \
  | 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: d30f4d1ab4f665298521ee376326c64ea7c663410b62cc3d92d546d9ca31788d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7bd82539e5c17adabdd832e1847cfec516c9f47707149d5b5d75a70ddc11f3b0",
    "cross_cats_sorted": [
      "cs.CR",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-12-06T10:37:03Z",
    "title_canon_sha256": "c1eaebf1057b8bea48750437ef64631e1c5bd9c40213128ce99223a90b3b08dc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2112.02918",
    "kind": "arxiv",
    "version": 2
  }
}