Pith Number

pith:BZMERPK2

pith:2023:BZMERPK25QVSUSBQYCMRZLYSDP

not attested not anchored not stored refs pending

NeFL: Nested Model Scaling for Federated Learning with System Heterogeneous Clients

Honggu Kang, Jinwoo Shin, Jongmyeong Lee, Joonhyuk Kang, Seohyeon Cha

arxiv:2308.07761 v3 · 2023-08-15 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{BZMERPK25QVSUSBQYCMRZLYSDP}

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

Representation-Aligned Multi-Scale Personalization for Federated Learning

Receipt and verification

First computed	2026-07-05T09:05:10.422283Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0e5848bd5aec2b2a4830c0991caf121bced5a0497f237163bcce3584654e1a05

Aliases

arxiv: 2308.07761 · arxiv_version: 2308.07761v3 · doi: 10.48550/arxiv.2308.07761 · pith_short_12: BZMERPK25QVS · pith_short_16: BZMERPK25QVSUSBQ · pith_short_8: BZMERPK2

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/BZMERPK25QVSUSBQYCMRZLYSDP \
  | 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: 0e5848bd5aec2b2a4830c0991caf121bced5a0497f237163bcce3584654e1a05

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7568233813676a11fe69b0683925428c3c9289ce1d13a02685d7adda248a7f0c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-08-15T13:29:14Z",
    "title_canon_sha256": "314a9c8f8b90b2521738a7e70c27c1a8374e6786bb686888585b8b1947f1d622"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2308.07761",
    "kind": "arxiv",
    "version": 3
  }
}