Pith Number

pith:AZ2MUHWC

pith:2026:AZ2MUHWC4M4AUIH4EFJPXVVWQF

not attested not anchored not stored refs pending

Less Experts, Faster Decoding: Cost-Aware Speculative Decoding for Mixture-of-Experts

Hanbin Dai, Heyan Huang, Jincheng Xie, Runheng Liu, Wen Hu, Yawen Ling, Yu Zheng

arxiv:2607.12696 v1 · 2026-07-14 · cs.CL · cs.AI · cs.DC

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{AZ2MUHWC4M4AUIH4EFJPXVVWQF}

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.

Receipt and verification

First computed	2026-07-15T01:22:12.635445Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0674ca1ec2e3380a20fc2152fbd6b68167b95c28fd8658e95215d02b8084b5a2

Aliases

arxiv: 2607.12696 · arxiv_version: 2607.12696v1 · doi: 10.48550/arxiv.2607.12696 · pith_short_12: AZ2MUHWC4M4A · pith_short_16: AZ2MUHWC4M4AUIH4 · pith_short_8: AZ2MUHWC

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/AZ2MUHWC4M4AUIH4EFJPXVVWQF \
  | 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: 0674ca1ec2e3380a20fc2152fbd6b68167b95c28fd8658e95215d02b8084b5a2

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4bba2b9a3536988cefda48e4efee240177fd89bf61c7591089845fa53a60e72c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.DC"
    ],
    "license": "http://creativecommons.org/licenses/by-nc-sa/4.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2026-07-14T12:22:55Z",
    "title_canon_sha256": "830ac3063ae3e029233eeeec69c6cdb8a2afb543bf895e0c07dc7c6bea47998e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2607.12696",
    "kind": "arxiv",
    "version": 1
  }
}