Pith Number

pith:YZCUKDPL

pith:2025:YZCUKDPLQC73RMGF45UHJXDXFG

not attested not anchored not stored refs pending

FLAME: Towards Federated Fine-Tuning Large Language Models Through Adaptive SMoE

Khiem Le, Nitesh V. Chawla, Ting Hua, Tuan Tran

arxiv:2506.16600 v2 · 2025-06-19 · 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{YZCUKDPLQC73RMGF45UHJXDXFG}

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	2026-07-05T11:36:56.083152Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c645450deb80bfb8b0c5e76874dc7729ba928b08d2ae15035b2031ed394f8259

Aliases

arxiv: 2506.16600 · arxiv_version: 2506.16600v2 · doi: 10.48550/arxiv.2506.16600 · pith_short_12: YZCUKDPLQC73 · pith_short_16: YZCUKDPLQC73RMGF · pith_short_8: YZCUKDPL

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/YZCUKDPLQC73RMGF45UHJXDXFG \
  | 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: c645450deb80bfb8b0c5e76874dc7729ba928b08d2ae15035b2031ed394f8259

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0dc70eee805e5d70311a3ff513c1eac0a72a1e676f4e0f04221494e8928f2cfc",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-19T21:02:19Z",
    "title_canon_sha256": "ecc16a621a3986e92a4b2b864ce9607fa35eb39e65fa09ed40f6ffdecb6c94c8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.16600",
    "kind": "arxiv",
    "version": 2
  }
}