Pith Number

pith:PFEIO5AT

pith:2025:PFEIO5ATYMLO326KJI3VWMSO7F

not attested not anchored not stored refs pending

Utility-Driven Speculative Decoding for Mixture-of-Experts

Aamer Jaleel, Anish Saxena, Hritvik Taneja, Moinuddin Qureshi, Po-An Tsai

arxiv:2506.20675 v1 · 2025-06-17 · cs.DC · 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{PFEIO5ATYMLO326KJI3VWMSO7F}

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

3 papers in Pith

Rethinking Network Topologies for Cost-Effective Mixture-of-Experts LLM Serving

Making Every Verified Token Count: Adaptive Verification for MoE Speculative Decoding

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

Receipt and verification

First computed	2026-07-05T11:27:32.192001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

7948877413c316edebca4a375b324ef969627d50d6fc614ec000671f74732714

Aliases

arxiv: 2506.20675 · arxiv_version: 2506.20675v1 · doi: 10.48550/arxiv.2506.20675 · pith_short_12: PFEIO5ATYMLO · pith_short_16: PFEIO5ATYMLO326K · pith_short_8: PFEIO5AT

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/PFEIO5ATYMLO326KJI3VWMSO7F \
  | 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: 7948877413c316edebca4a375b324ef969627d50d6fc614ec000671f74732714

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e04b9c3b9b0bdfc7e51afd2fd4bd0ebd773b170151396773bc88ae135e7e1571",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2025-06-17T20:06:08Z",
    "title_canon_sha256": "dd68d005fc4b3fce7442848fdef9ba477e03caf6ff23757113b06ff5df27a7af"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.20675",
    "kind": "arxiv",
    "version": 1
  }
}