Pith Number

pith:2XF42TZH

pith:2024:2XF42TZHUSLK7N2BWIYDTUXSOG

not attested not anchored not stored refs pending

Accuracy-Privacy Trade-off in the Mitigation of Membership Inference Attack in Federated Learning

Abdul Rahman, Alison Hu, Devin Quinn, Edward Bowen, Kevin Choi, Marc Vucovich, Sachin Shetty, Sandip Roy, Sayyed Farid Ahamed, Soumya Banerjee

arxiv:2407.19119 v1 · 2024-07-26 · cs.LG · cs.AI · cs.CR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{2XF42TZHUSLK7N2BWIYDTUXSOG}

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	2026-07-05T08:49:14.493364Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d5cbcd4f27a496afb741b23039d2f271825ed4ece4076b9f58d0659f66a80dd3

Aliases

arxiv: 2407.19119 · arxiv_version: 2407.19119v1 · doi: 10.48550/arxiv.2407.19119 · pith_short_12: 2XF42TZHUSLK · pith_short_16: 2XF42TZHUSLK7N2B · pith_short_8: 2XF42TZH

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/2XF42TZHUSLK7N2BWIYDTUXSOG \
  | 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: d5cbcd4f27a496afb741b23039d2f271825ed4ece4076b9f58d0659f66a80dd3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc25c1135d23efd2815e7a68448362e5f9db2c6a6bbaf3cdeb8c1a8c86941cdf",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CR"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-26T22:44:41Z",
    "title_canon_sha256": "86679ab1d5ad02d52d1983214c152b69934993d15fd07a3a59e83368c6642a42"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.19119",
    "kind": "arxiv",
    "version": 1
  }
}