Pith Number

pith:MO3T3DH2

pith:2025:MO3T3DH2LSIM5XFZRFKEW25JE2

not attested not anchored not stored refs pending

BigMac: A Communication-Efficient Mixture-of-Experts Model Structure for Fast Training and Inference

Cheng Li, Hongrui Zhan, Jiaan Zhu, Lin Zhang, Shengnan Wang, Youhui Bai, Zewen Jin, Zhenyu Ming

arxiv:2502.16927 v2 · 2025-02-24 · cs.LG · 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{MO3T3DH2LSIM5XFZRFKEW25JE2}

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

Federation of Experts: Communication Efficient Distributed Inference for Large Language Models

Receipt and verification

First computed	2026-07-05T10:26:14.532620Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

63b73d8cfa5c90cedcb989544b6ba9269e1a9c372236f8f168dd137b7247c33e

Aliases

arxiv: 2502.16927 · arxiv_version: 2502.16927v2 · doi: 10.48550/arxiv.2502.16927 · pith_short_12: MO3T3DH2LSIM · pith_short_16: MO3T3DH2LSIM5XFZ · pith_short_8: MO3T3DH2

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/MO3T3DH2LSIM5XFZRFKEW25JE2 \
  | 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: 63b73d8cfa5c90cedcb989544b6ba9269e1a9c372236f8f168dd137b7247c33e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4a7dede24ca46267e1480c7f0b6d57659ce66068c86487d3dd016d01526e528d",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-24T07:37:29Z",
    "title_canon_sha256": "a1c2159ab191e515f656641ccfa8aed2d4158b624ea3e5c81a39bebb1248344b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.16927",
    "kind": "arxiv",
    "version": 2
  }
}