Pith Number

pith:Z5EQE4OM

pith:2024:Z5EQE4OM2NJHSEB4DAOWULKBGC

not attested not anchored not stored refs pending

eFedLLM: Efficient LLM Inference Based on Federated Learning

Chenhui Hu, Shengwen Ding

arxiv:2411.16003 v1 · 2024-11-24 · 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{Z5EQE4OM2NJHSEB4DAOWULKBGC}

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

MobileA3gent: Training Mobile GUI Agents Using Decentralized Self-Sourced Data from Diverse Users

Receipt and verification

First computed	2026-07-05T09:40:02.326900Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

cf490271ccd35279103c181d6a2d41309ef3875a81f6a697755e42ba2a1bd29b

Aliases

arxiv: 2411.16003 · arxiv_version: 2411.16003v1 · doi: 10.48550/arxiv.2411.16003 · pith_short_12: Z5EQE4OM2NJH · pith_short_16: Z5EQE4OM2NJHSEB4 · pith_short_8: Z5EQE4OM

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/Z5EQE4OM2NJHSEB4DAOWULKBGC \
  | 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: cf490271ccd35279103c181d6a2d41309ef3875a81f6a697755e42ba2a1bd29b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a850d65f5c1273eb8d389c7cb3bde2d3e1bec813c2e4c7732cb74b1f4ce1af44",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-24T22:50:02Z",
    "title_canon_sha256": "76728d1becfdf583559c7994fea64df08538c9bfa87c566ee060430aabbf96d8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.16003",
    "kind": "arxiv",
    "version": 1
  }
}