Pith Number

pith:IJSMFV4P

pith:2024:IJSMFV4PZ5B4AMIP4ADTYAEMPK

not attested not anchored not stored refs pending

GeFL: Model-Agnostic Federated Learning with Generative Models

Honggu Kang, Joonhyuk Kang, Seohyeon Cha

arxiv:2412.18460 v2 · 2024-12-24 · 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{IJSMFV4PZ5B4AMIP4ADTYAEMPK}

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	2026-07-05T11:04:20.324666Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

4264c2d78fcf43c0310fe0073c008c7a97b336fdda83e5874f8c2a7fb301b203

Aliases

arxiv: 2412.18460 · arxiv_version: 2412.18460v2 · doi: 10.48550/arxiv.2412.18460 · pith_short_12: IJSMFV4PZ5B4 · pith_short_16: IJSMFV4PZ5B4AMIP · pith_short_8: IJSMFV4P

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/IJSMFV4PZ5B4AMIP4ADTYAEMPK \
  | 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: 4264c2d78fcf43c0310fe0073c008c7a97b336fdda83e5874f8c2a7fb301b203

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ea95246e3daf8b110d8555f56772b0fd29ac862a016f4c05b7c391a58d274d0",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-24T14:39:47Z",
    "title_canon_sha256": "ca87d5aae4f905ff29aee8784162a8890c26f2c1080f57faabaa6deba4aa4627"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.18460",
    "kind": "arxiv",
    "version": 2
  }
}