Pith Number

pith:6KVOHW3D

pith:2024:6KVOHW3DKPTYVUMP5NZYHF3NLK

not attested not anchored not stored refs pending

Mixture of Experts Made Personalized: Federated Prompt Learning for Vision-Language Models

Chen Chen, Jun Luo, Shandong Wu

arxiv:2410.10114 v4 · 2024-10-14 · cs.LG · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6KVOHW3DKPTYVUMP5NZYHF3NLK}

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

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

Receipt and verification

First computed	2026-07-05T10:42:38.164747Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f2aae3db6353e78ad18feb7383976d5aafce7deb0b4cad53aa3115e0b926fd97

Aliases

arxiv: 2410.10114 · arxiv_version: 2410.10114v4 · doi: 10.48550/arxiv.2410.10114 · pith_short_12: 6KVOHW3DKPTY · pith_short_16: 6KVOHW3DKPTYVUMP · pith_short_8: 6KVOHW3D

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/6KVOHW3DKPTYVUMP5NZYHF3NLK \
  | 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: f2aae3db6353e78ad18feb7383976d5aafce7deb0b4cad53aa3115e0b926fd97

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ef11aeef98448b1664ebaeb0266d6df76d524399b2e6af349fe4ccc9d23adc06",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-14T03:05:12Z",
    "title_canon_sha256": "6a54183e27ee609abccadb049dc8e0e278e473fb411c358cc0cbb933a9a1150d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.10114",
    "kind": "arxiv",
    "version": 4
  }
}