Pith Number

pith:F5EWWAHS

pith:2024:F5EWWAHSDQICZZDZUXJUKCDHVO

not attested not anchored not stored refs pending

Prediction Is All MoE Needs: Expert Load Distribution Goes from Fluctuating to Stabilizing

Aomufei Yuan, Bowen Ye, Peizhuang Cong, Shimao Chen, Tong Yang, Yuxuan Tian

arxiv:2404.16914 v1 · 2024-04-25 · cs.LG · cs.AI · 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{F5EWWAHSDQICZZDZUXJUKCDHVO}

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

1 paper in Pith

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

Receipt and verification

First computed	2026-07-05T08:12:32.886561Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f496b00f21c102ce479a5d3450867ab93411fed68f6ae2864f6b06b2f637337

Aliases

arxiv: 2404.16914 · arxiv_version: 2404.16914v1 · doi: 10.48550/arxiv.2404.16914 · pith_short_12: F5EWWAHSDQIC · pith_short_16: F5EWWAHSDQICZZDZ · pith_short_8: F5EWWAHS

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/F5EWWAHSDQICZZDZUXJUKCDHVO \
  | 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: 2f496b00f21c102ce479a5d3450867ab93411fed68f6ae2864f6b06b2f637337

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3dbd31d99e011e33be9ce9f7f2818f56a2db8da3f43c0a4ebbf18333f102d247",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-25T15:39:59Z",
    "title_canon_sha256": "db9fa8f93542770dbda437b161fae4d4864c864188c1115f0f94a5a6ce356348"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.16914",
    "kind": "arxiv",
    "version": 1
  }
}