Pith Number

pith:LNOWU3FA

pith:2025:LNOWU3FAA5THISNMEBSAGUQSAE

not attested not anchored not stored refs pending

Beyond Model Scale Limits: End-Edge-Cloud Federated Learning with Self-Rectified Knowledge Agglomeration

Bo Gao, Ke Xu, Min Liu, Quyang Pan, Sheng Sun, Tian Wen, Yuwei Wang, Zhiyuan Wu

arxiv:2501.00693 v1 · 2025-01-01 · cs.DC · 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{LNOWU3FAA5THISNMEBSAGUQSAE}

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

Recursive Offloading for LLM Serving in Multi-tier Networks

Receipt and verification

First computed	2026-07-05T09:56:09.114366Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5b5d6a6ca007667449ac20640352120111db5b9facbe070291eed3c47b8bddbd

Aliases

arxiv: 2501.00693 · arxiv_version: 2501.00693v1 · doi: 10.48550/arxiv.2501.00693 · pith_short_12: LNOWU3FAA5TH · pith_short_16: LNOWU3FAA5THISNM · pith_short_8: LNOWU3FA

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/LNOWU3FAA5THISNMEBSAGUQSAE \
  | 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: 5b5d6a6ca007667449ac20640352120111db5b9facbe070291eed3c47b8bddbd

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "cc4d7eb2464c32941ffb56e53fd692ecd52655cc28467bf8d470edf820ed3db7",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-01-01T01:11:16Z",
    "title_canon_sha256": "b205578b5b110413d26008dbee0caaf1a92565aeebd1701cfe1fed807439b642"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2501.00693",
    "kind": "arxiv",
    "version": 1
  }
}