Pith Number

pith:AMZQF4VB

pith:2025:AMZQF4VBOXZ7IORB5GFBGL5JXF

not attested not anchored not stored refs pending

Client-Centric Federated Adaptive Optimization

Aidong Zhang, Heng Huang, Jianhui Sun, Xidong Wu

arxiv:2501.09946 v1 · 2025-01-17 · cs.LG · cs.AI · 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{AMZQF4VBOXZ7IORB5GFBGL5JXF}

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

Client-Centric Federated Adaptive Optimization

Receipt and verification

First computed	2026-07-05T10:02:13.622360Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

033302f2a175f3f43a21e98a132fa9b973006c1ea2659627f1c99294a4d2db7e

Aliases

arxiv: 2501.09946 · arxiv_version: 2501.09946v1 · doi: 10.48550/arxiv.2501.09946 · pith_short_12: AMZQF4VBOXZ7 · pith_short_16: AMZQF4VBOXZ7IORB · pith_short_8: AMZQF4VB

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/AMZQF4VBOXZ7IORB5GFBGL5JXF \
  | 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: 033302f2a175f3f43a21e98a132fa9b973006c1ea2659627f1c99294a4d2db7e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ec0a66a55b576228c69c9cde51d7182cbd356d1d48bac01f32ba082bacd6fbc1",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-01-17T04:00:50Z",
    "title_canon_sha256": "fa597bed976ce3d0e9954c81de54bda6ec60562839d5edf919a6eb1f06bb1632"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.09946",
    "kind": "arxiv",
    "version": 1
  }
}