Pith Number

pith:YMXBHK37

pith:2025:YMXBHK37DRT6GUG2XLOICKJWLI

not attested not anchored not stored refs pending

FLEX-MoE: Federated Mixture-of-Experts with Load-balanced Expert Assignment for Edge Computing

Boyang Zhang, Jian Zhang, Mingxuan Sun, Shuai Zhang, Songyang Zhang, Xiangwei Zhou, Xiaobing Chen

arxiv:2512.23070 v2 · 2025-12-28 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{YMXBHK37DRT6GUG2XLOICKJWLI}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more

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

$\phi$-Balancing for Mixture-of-Experts Training

Receipt and verification

First computed	2026-05-20T00:03:01.139541Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

c32e13ab7f1c67e350dabadc8129365a0f5174a5a8a1034a6989d73ecd230a78

Aliases

arxiv: 2512.23070 · arxiv_version: 2512.23070v2 · doi: 10.48550/arxiv.2512.23070 · pith_short_12: YMXBHK37DRT6 · pith_short_16: YMXBHK37DRT6GUG2 · pith_short_8: YMXBHK37

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/YMXBHK37DRT6GUG2XLOICKJWLI \
  | 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: c32e13ab7f1c67e350dabadc8129365a0f5174a5a8a1034a6989d73ecd230a78

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4d7fd45ef388dcecf5d190d8a1b82d3b5404ac165e0af685c3ad5c8ae18ccb10",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-12-28T20:32:13Z",
    "title_canon_sha256": "528140b9d1369047bc9fd0c975b9167f5b7662d89e03d7eedabbe83a7f67a2bf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2512.23070",
    "kind": "arxiv",
    "version": 2
  }
}