Pith Number

pith:FL7P6TR5

pith:2024:FL7P6TR56BESKX6Q5G7YHUDBEW

not attested not anchored not stored refs pending

Federated Dropout: Convergence Analysis and Resource Allocation

Changsheng You, Dingzhu Wen, Kaibin Huang, Sijing Xie, Tharmalingam Ratnarajah, Xiaonan Liu

arxiv:2501.00379 v1 · 2024-12-31 · cs.LG · cs.IT · math.IT

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FL7P6TR56BESKX6Q5G7YHUDBEW}

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	2026-07-05T09:55:44.123031Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2afeff4e3df049255fd0e9bf83d06125baefca7873c41bf47fc2301b4e404ba9

Aliases

arxiv: 2501.00379 · arxiv_version: 2501.00379v1 · doi: 10.48550/arxiv.2501.00379 · pith_short_12: FL7P6TR56BES · pith_short_16: FL7P6TR56BESKX6Q · pith_short_8: FL7P6TR5

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/FL7P6TR56BESKX6Q5G7YHUDBEW \
  | 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: 2afeff4e3df049255fd0e9bf83d06125baefca7873c41bf47fc2301b4e404ba9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f809ff92b9f099df8b61a280f0e37bacc66848d2734f8b761abfeac6d6f81299",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-31T10:24:15Z",
    "title_canon_sha256": "347f41535891261afcfb88d62071e90680a64e73493d36bd2905d1e2d3674bd1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00379",
    "kind": "arxiv",
    "version": 1
  }
}