Pith Number

pith:N7PGIIWX

pith:2023:N7PGIIWXLROXDM6BJ67BCVIN7O

not attested not anchored not stored refs pending

Learning to Specialize: Joint Gating-Expert Training for Adaptive MoEs in Decentralized Settings

Ahmed Hassan Awadallah, Anastasios Kyrillidis, Chen Dun, Dimitrios Dimitriadis, Fangshuo Liao, Guoqing Zheng, Hamza ElMokhtar Shili, Mirian Hipolito Garcia, Robert Sim, Yehya Farhat

arxiv:2306.08586 v3 · 2023-06-14 · cs.LG · cs.AI · math.OC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N7PGIIWXLROXDM6BJ67BCVIN7O}

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

3 papers in Pith

Retrieval-Augmented Personalization with Foundation Models for Wearable Stress Detection

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

FedCoE: Bridging Generalization and Personalization via Federated Coordinated Dual-level MoEs

Receipt and verification

First computed	2026-07-05T11:14:45.558661Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6fde6422d75c5d71b3c14fbe11550dfb83f57fac249a0b5c47017e70700c543e

Aliases

arxiv: 2306.08586 · arxiv_version: 2306.08586v3 · doi: 10.48550/arxiv.2306.08586 · pith_short_12: N7PGIIWXLROX · pith_short_16: N7PGIIWXLROXDM6B · pith_short_8: N7PGIIWX

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/N7PGIIWXLROXDM6BJ67BCVIN7O \
  | 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: 6fde6422d75c5d71b3c14fbe11550dfb83f57fac249a0b5c47017e70700c543e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0368e37b7e3583f1ae7311d3effb498c63d8f4c3c9d39f356992a047083df760",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-14T15:47:52Z",
    "title_canon_sha256": "a431e35284b5ed52228e25153312618eabea55138482c980bc4722506194377c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.08586",
    "kind": "arxiv",
    "version": 3
  }
}