Pith Number

pith:MBMLJIYX

pith:2023:MBMLJIYXIGCK4WBBCZLKMXLYNI

not attested not anchored not stored refs pending

FedNAR: Federated Optimization with Normalized Annealing Regularization

Ang Li, Chong Tian, Eric P. Xing, Hongyi Wang, Junbo Li, Qirong Ho

arxiv:2310.03163 v1 · 2023-10-04 · 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{MBMLJIYXIGCK4WBBCZLKMXLYNI}

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	2026-07-05T07:45:49.240981Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6058b4a3174184ae58211656a65d786a2e19ff30b2fbdc17224bad5d164e4d67

Aliases

arxiv: 2310.03163 · arxiv_version: 2310.03163v1 · doi: 10.48550/arxiv.2310.03163 · pith_short_12: MBMLJIYXIGCK · pith_short_16: MBMLJIYXIGCK4WBB · pith_short_8: MBMLJIYX

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/MBMLJIYXIGCK4WBBCZLKMXLYNI \
  | 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: 6058b4a3174184ae58211656a65d786a2e19ff30b2fbdc17224bad5d164e4d67

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "02400d4dc9194e211cf2bf4435a74a4ce758fe07201a13c54e1aa165ac826fa4",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-04T21:11:40Z",
    "title_canon_sha256": "770b3fc0fc481e0013baff0952c99d73dfc73067df90ed9a7a397995ca3d8087"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03163",
    "kind": "arxiv",
    "version": 1
  }
}