Pith Number

pith:N672F3X6

pith:2023:N672F3X6FS4V7JLXGJDCC6TSPG

not attested not anchored not stored refs pending

A Meta-learning Framework for Tuning Parameters of Protection Mechanisms in Trustworthy Federated Learning

Kai Chen, Lixin Fan, Qiang Yang, Xiaojin Zhang, Yan Kang

arxiv:2305.18400 v3 · 2023-05-28 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N672F3X6FS4V7JLXGJDCC6TSPG}

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	2026-07-05T07:50:01.654475Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fbfa2eefe2cb95fa5773246217a72799765f53ad6ecd285066ec977d5761b03

Aliases

arxiv: 2305.18400 · arxiv_version: 2305.18400v3 · doi: 10.48550/arxiv.2305.18400 · pith_short_12: N672F3X6FS4V · pith_short_16: N672F3X6FS4V7JLX · pith_short_8: N672F3X6

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/N672F3X6FS4V7JLXGJDCC6TSPG \
  | 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: 6fbfa2eefe2cb95fa5773246217a72799765f53ad6ecd285066ec977d5761b03

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dc9fbad9bf6d1490dbbb725702d2ba988d6a36da4d40451c403f222a521ece5",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-28T15:01:18Z",
    "title_canon_sha256": "9c0aeb9b003f88f317b7124cbd7ad05926da514aef40fc4e1a59a6d9718c14e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2305.18400",
    "kind": "arxiv",
    "version": 3
  }
}