Pith Number

pith:7LNLKRZF

pith:2025:7LNLKRZFZWTXPLTPA6NS6V2XBR

not attested not anchored not stored refs pending

Fate: Fast Edge Inference of Mixture-of-Experts Models via Cross-Layer Gate

Fan Yu, Wuhui Chen, Yuegui Huang, Yue Yu, Yufeng Lyu, Zhiyuan Fang, Zibin Zheng, Zicong Hong

arxiv:2502.12224 v2 · 2025-02-17 · cs.AI · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{7LNLKRZFZWTXPLTPA6NS6V2XBR}

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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

3 papers in Pith

Accelerating Edge Inference for Distributed MoE Models with Latency-Optimized Expert Placement

LayerScope: Predictive Cross-Layer Scheduling for Efficient Multi-Batch MoE Inference on Legacy Servers

FluxMoE: Decoupling Expert Residency for High-Performance MoE Serving

Receipt and verification

First computed	2026-07-05T10:59:27.268617Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fadab54725cda777ae6f079b2f57570c77517a9038b567695c2980114ea70b43

Aliases

arxiv: 2502.12224 · arxiv_version: 2502.12224v2 · doi: 10.48550/arxiv.2502.12224 · pith_short_12: 7LNLKRZFZWTX · pith_short_16: 7LNLKRZFZWTXPLTP · pith_short_8: 7LNLKRZF

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/7LNLKRZFZWTXPLTPA6NS6V2XBR \
  | 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: fadab54725cda777ae6f079b2f57570c77517a9038b567695c2980114ea70b43

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eeb0e17563251e32b8a912461fea2d142ac8ba87dbc5f63bd8d15d9040ca295f",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-02-17T14:54:14Z",
    "title_canon_sha256": "b4abb9cc9c91b050dd4bcd55ee8a4db0e7d0ce335fb6d97b4b61621c80fa23e7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.12224",
    "kind": "arxiv",
    "version": 2
  }
}