Pith Number

pith:T7KB5LNO

pith:2024:T7KB5LNOBMFDJXCP5LHBWWEJRF

not attested not anchored not stored refs pending

XMoE: Sparse Models with Fine-grained and Adaptive Expert Selection

Chaozheng Wang, Cuiyun Gao, Shiyi Qi, Wenchao Gu, Yuanhang Yang, Zenglin Xu

arxiv:2403.18926 v2 · 2024-02-27 · cs.LG · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{T7KB5LNOBMFDJXCP5LHBWWEJRF}

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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

2 papers in Pith

Beyond Uniform Experts: Cost-Aware Expert Execution for Efficient Multi-Device MoE Inference

Analytical FFN-to-MoE Restructuring via Activation Pattern Analysis

Receipt and verification

First computed	2026-07-05T08:22:38.962398Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9fd41eadae0b0a34dc4feace1b5889896d3a7ffba40ccba21c48aa6992105ad3

Aliases

arxiv: 2403.18926 · arxiv_version: 2403.18926v2 · doi: 10.48550/arxiv.2403.18926 · pith_short_12: T7KB5LNOBMFD · pith_short_16: T7KB5LNOBMFDJXCP · pith_short_8: T7KB5LNO

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/T7KB5LNOBMFDJXCP5LHBWWEJRF \
  | 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: 9fd41eadae0b0a34dc4feace1b5889896d3a7ffba40ccba21c48aa6992105ad3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5236764ad643d536d8a412ab63019ec23c85ed51786454568cfe70aebc7e54bf",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-27T08:18:02Z",
    "title_canon_sha256": "d46eebca19136defbfdced467ab925624461f818819b360df52cda2dc35fe453"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2403.18926",
    "kind": "arxiv",
    "version": 2
  }
}