Pith Number

pith:THBERSNQ

pith:2021:THBERSNQIZ2CV3C7MLDR5X765P

not attested not anchored not stored refs pending

SpreadGNN: Serverless Multi-task Federated Learning for Graph Neural Networks

Chaoyang He, Emir Ceyani, Keshav Balasubramanian, Murali Annavaram, Salman Avestimehr

arxiv:2106.02743 v1 · 2021-06-04 · 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{THBERSNQIZ2CV3C7MLDR5X765P}

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

DFedReweighting: A Unified Framework for Objective-Oriented Reweighting in Decentralized Federated Learning

Receipt and verification

First computed	2026-07-05T02:46:29.571296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

99c248c9b046742aec5f62c71edffeebf9e198fee9c24ae4bc20668d6a49c610

Aliases

arxiv: 2106.02743 · arxiv_version: 2106.02743v1 · doi: 10.48550/arxiv.2106.02743 · pith_short_12: THBERSNQIZ2C · pith_short_16: THBERSNQIZ2CV3C7 · pith_short_8: THBERSNQ

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/THBERSNQIZ2CV3C7MLDR5X765P \
  | 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: 99c248c9b046742aec5f62c71edffeebf9e198fee9c24ae4bc20668d6a49c610

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a9b838ccca8e3f5b5de5aa8da23f77b86e6ac795e5dbd6e99fea9bffa8368a7",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-04T22:20:47Z",
    "title_canon_sha256": "e1f5e60cc99cfa467596dc399c84783ed4acbb443e0815fa51fbda91b1dcf76f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.02743",
    "kind": "arxiv",
    "version": 1
  }
}