Pith Number

pith:FDRU2QXL

pith:2024:FDRU2QXLKRRGFPSTPZLUL3V2M3

not attested not anchored not stored refs pending

NTK-DFL: Enhancing Decentralized Federated Learning in Heterogeneous Settings via Neural Tangent Kernel

Chau-Wai Wong, Gabriel Thompson, Huaiyu Dai, Kai Yue

arxiv:2410.01922 v2 · 2024-10-02 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FDRU2QXLKRRGFPSTPZLUL3V2M3}

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	2026-07-05T11:20:46.680951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

28e34d42eb546262be537e5745eeba66cf08fe508fe54169594e8db74e31cce6

Aliases

arxiv: 2410.01922 · arxiv_version: 2410.01922v2 · doi: 10.48550/arxiv.2410.01922 · pith_short_12: FDRU2QXLKRRG · pith_short_16: FDRU2QXLKRRGFPST · pith_short_8: FDRU2QXL

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/FDRU2QXLKRRGFPSTPZLUL3V2M3 \
  | 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: 28e34d42eb546262be537e5745eeba66cf08fe508fe54169594e8db74e31cce6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6146ae0430f9181ed11b72d8945444f8ccc6ef7f9e0f4bf37d9ad3236e8e2290",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-02T18:19:28Z",
    "title_canon_sha256": "26e05ee8896ac5446cc76e46256ef0bab2d6d7065b6b48661b3fe6edc1a93e82"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.01922",
    "kind": "arxiv",
    "version": 2
  }
}