Pith Number

pith:TPND2KRX

pith:2025:TPND2KRXWWBMNZWLSA4BQSGOUW

not attested not anchored not stored refs pending

MoE-Lens: Towards the Hardware Limit of High-Throughput MoE LLM Serving Under Resource Constraints

Lin Ma, Nishil Talati, Yichao Yuan

arxiv:2504.09345 v1 · 2025-04-12 · cs.DC · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TPND2KRXWWBMNZWLSA4BQSGOUW}

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

ELMoE-3D: Leveraging Intrinsic Elasticity of MoE for Hybrid-Bonding-Enabled Self-Speculative Decoding in On-Premises Serving

Receipt and verification

First computed	2026-07-05T10:48:35.885191Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9bda3d2a37b582c6e6cb90381848cea5a9530b7eb36f0a53568e8ba09662f4b6

Aliases

arxiv: 2504.09345 · arxiv_version: 2504.09345v1 · doi: 10.48550/arxiv.2504.09345 · pith_short_12: TPND2KRXWWBM · pith_short_16: TPND2KRXWWBMNZWL · pith_short_8: TPND2KRX

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/TPND2KRXWWBMNZWLSA4BQSGOUW \
  | 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: 9bda3d2a37b582c6e6cb90381848cea5a9530b7eb36f0a53568e8ba09662f4b6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7ab9bb5fc954833aa785acadcf4c5174efa374d51530ede7e8eb4c5523936d0a",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-04-12T21:26:56Z",
    "title_canon_sha256": "875e46653347ae96c3042e82782e4869f44e64edd48dc0cab821a18024759912"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.09345",
    "kind": "arxiv",
    "version": 1
  }
}