Pith Number

pith:AIU3XYOR

pith:2023:AIU3XYORINTL7D5SAJEB3CNNTY

not attested not anchored not stored refs pending

Sparse MoE as the New Dropout: Scaling Dense and Self-Slimmable Transformers

Ajay Jaiswal, Shiwei Liu, Tianlong Chen, Zhangyang Wang, Zhenyu Zhang

arxiv:2303.01610 v1 · 2023-03-02 · cs.LG

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\usepackage{pith}
\pithnumber{AIU3XYORINTL7D5SAJEB3CNNTY}

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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

4 papers in Pith

DLLG: Dynamic Logit-Level Gating of LLM Experts

Lynx: Enabling Efficient MoE Inference through Dynamic Batch-Aware Expert Selection

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

Does a Global Perspective Help Prune Sparse MoEs Elegantly?

Receipt and verification

First computed	2026-07-05T05:47:36.447352Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0229bbe1d14366bf8fb202481d89ad9e07df0def90402c0c7558a611410d04c7

Aliases

arxiv: 2303.01610 · arxiv_version: 2303.01610v1 · doi: 10.48550/arxiv.2303.01610 · pith_short_12: AIU3XYORINTL · pith_short_16: AIU3XYORINTL7D5S · pith_short_8: AIU3XYOR

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/AIU3XYORINTL7D5SAJEB3CNNTY \
  | 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: 0229bbe1d14366bf8fb202481d89ad9e07df0def90402c0c7558a611410d04c7

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8ebc4cfb3e8602ce70d9dec15565cd2ad20e9e2cfb43ff7df6c0920f9713f1bf",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-02T22:12:51Z",
    "title_canon_sha256": "ae4b4d21d440eab7b3384403c7e589c1b9a586768ab5fd47cd2c085906853c78"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.01610",
    "kind": "arxiv",
    "version": 1
  }
}