Pith Number

pith:DTRQQZ7F

pith:2024:DTRQQZ7FHSOI5V2GQF4R35G62V

not attested not anchored not stored refs pending

NebulaFL: Effective Asynchronous Federated Learning for JointCloud Computing

Fei Gao, Guodong Yi, Huaimin Wang, Ming Hu, Peichang Shi, Xiaofei Xie, Zhiyu Xie

arxiv:2412.04868 v1 · 2024-12-06 · cs.DC · cs.AI · cs.NI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{DTRQQZ7FHSOI5V2GQF4R35G62V}

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

Gradients as an Action: Towards Communication-Efficient Federated Recommender Systems via Adaptive Action Sharing

Receipt and verification

First computed	2026-07-05T09:45:25.153978Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1ce30867e53c9c8ed74681791df4ded545953b9d6c3836931c63c68f5d3925b8

Aliases

arxiv: 2412.04868 · arxiv_version: 2412.04868v1 · doi: 10.48550/arxiv.2412.04868 · pith_short_12: DTRQQZ7FHSOI · pith_short_16: DTRQQZ7FHSOI5V2G · pith_short_8: DTRQQZ7F

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/DTRQQZ7FHSOI5V2GQF4R35G62V \
  | 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: 1ce30867e53c9c8ed74681791df4ded545953b9d6c3836931c63c68f5d3925b8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f0eafa197512cd907ba9833ba6e515ab112eb4f031c798dec8de9e728804aebc",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.NI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2024-12-06T09:02:09Z",
    "title_canon_sha256": "f786a11c5e3b132c734133a8e55f6ba857982685335be170e0b901b820b30e64"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.04868",
    "kind": "arxiv",
    "version": 1
  }
}