Pith Number

pith:SBOXWPS2

pith:2022:SBOXWPS2GSELLJZEJNY5CJSCA2

not attested not anchored not stored refs pending

Communication-Efficient Adaptive Federated Learning

Jinghui Chen, Lu Lin, Yujia Wang

arxiv:2205.02719 v3 · 2022-05-05 · cs.LG · cs.AI · cs.DC · math.OC · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{SBOXWPS2GSELLJZEJNY5CJSCA2}

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

Event-Driven Online Vertical Federated Learning

Receipt and verification

First computed	2026-07-05T06:02:45.551808Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

905d7b3e5a3488b5a7244b71d1264206a2b63c92be12d74f74ed0d62e3e364cf

Aliases

arxiv: 2205.02719 · arxiv_version: 2205.02719v3 · doi: 10.48550/arxiv.2205.02719 · pith_short_12: SBOXWPS2GSEL · pith_short_16: SBOXWPS2GSELLJZE · pith_short_8: SBOXWPS2

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/SBOXWPS2GSELLJZEJNY5CJSCA2 \
  | 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: 905d7b3e5a3488b5a7244b71d1264206a2b63c92be12d74f74ed0d62e3e364cf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4f46e2f223f67bddf7764c071b4c5dce8ee77b60ff1d503ee25e0a0b4a2a106f",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-05-05T15:47:04Z",
    "title_canon_sha256": "1a1c45682e10b291e5207aeeacb48b218cfc568b41a7b60a499db5877b3a8c16"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2205.02719",
    "kind": "arxiv",
    "version": 3
  }
}