Pith Number

pith:LTIA47SD

pith:2022:LTIA47SD7O5VD7S3PMFMZ67QSS

not attested not anchored not stored refs pending

Towards Understanding Mixture of Experts in Deep Learning

Quanquan Gu, Yihe Deng, Yuanzhi Li, Yue Wu, Zixiang Chen

arxiv:2208.02813 v1 · 2022-08-04 · cs.LG · cs.AI · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LTIA47SD7O5VD7S3PMFMZ67QSS}

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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

7 papers in Pith

MoG: Mixture of Experts for Graph-based Retrieval-Augmented Generation

STM3: Mixture of Multiscale Mamba for Long-Term Spatio-Temporal Time-Series Prediction

Geometric Asymmetry in MoE Specialization: Functional Decorrelation and Representational Overlap

CoX-MoE: Coalesced Expert Execution for High-Throughput MoE Inference with AMX-Enabled CPU-GPU Co-Execution

Receipt and verification

First computed	2026-07-05T04:46:09.296942Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5cd00e7e43fbbb51fe5b7b0accfbf094856d4ef0ae1f60c0974947ebe06ec660

Aliases

arxiv: 2208.02813 · arxiv_version: 2208.02813v1 · doi: 10.48550/arxiv.2208.02813 · pith_short_12: LTIA47SD7O5V · pith_short_16: LTIA47SD7O5VD7S3 · pith_short_8: LTIA47SD

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/LTIA47SD7O5VD7S3PMFMZ67QSS \
  | 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: 5cd00e7e43fbbb51fe5b7b0accfbf094856d4ef0ae1f60c0974947ebe06ec660

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7a5bca50df694056e93ef155fa3c02d6fc88106257ca838e6f8ed3469f610f51",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-08-04T17:59:10Z",
    "title_canon_sha256": "a6fc029334adb845a75a4113d6b511750ff48565dc77798c0286e23b03861bff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2208.02813",
    "kind": "arxiv",
    "version": 1
  }
}