Pith Number

pith:OBEO4KYU

pith:2023:OBEO4KYU6F4NJXRUGTVVHIARXA

not attested not anchored not stored refs pending

FedLALR: Client-Specific Adaptive Learning Rates Achieve Linear Speedup for Non-IID Data

Dacheng Tao, Guangzhong Sun, Hao Sun, Jing Li, Jingwei Sun, Li Shen, Shixiang Chen

arxiv:2309.09719 v1 · 2023-09-18 · cs.LG · cs.DC · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OBEO4KYU6F4NJXRUGTVVHIARXA}

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	2026-07-05T06:51:43.637816Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7048ee2b14f178d4de3434eb53a011b83e0af8389ab2c053ff2a1701cc7517c9

Aliases

arxiv: 2309.09719 · arxiv_version: 2309.09719v1 · doi: 10.48550/arxiv.2309.09719 · pith_short_12: OBEO4KYU6F4N · pith_short_16: OBEO4KYU6F4NJXRU · pith_short_8: OBEO4KYU

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/OBEO4KYU6F4NJXRUGTVVHIARXA \
  | 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: 7048ee2b14f178d4de3434eb53a011b83e0af8389ab2c053ff2a1701cc7517c9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a6d25973eb20c2457bc4610dcd62b2f67c7ba38ce3dce63538f554e79cd30330",
    "cross_cats_sorted": [
      "cs.DC",
      "math.OC"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-09-18T12:35:05Z",
    "title_canon_sha256": "58b69c63165b39080f5528ca425788909c9c21540d1e6748d7eb53577ff1e6e5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2309.09719",
    "kind": "arxiv",
    "version": 1
  }
}