Pith Number

pith:QIBR76MS

pith:2022:QIBR76MS7UCIJAUVD3SUSCB2W3

not attested not anchored not stored refs pending

Tutel: Adaptive Mixture-of-Experts at Scale

Changho Hwang, Fan Yang, Han Hu, Jithin Jose, Joe Chau, Mao Yang, Peng Cheng, Prabhat Ram, Rafael Salas, Wei Cui, Yifan Xiong, Yongqiang Xiong, Ze Liu, Zilong Wang, Ziyue Yang

arxiv:2206.03382 v2 · 2022-06-07 · cs.DC · cs.CL · cs.CV

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QIBR76MS7UCIJAUVD3SUSCB2W3}

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

7 papers in Pith

Diagnosing Overhead in Dispatch Operations: Cross-architecture Observatory

Chameleon: Adaptive Fault Tolerance for Distributed Training via Real-time Policy Selection

DisagMoE: Computation-Communication overlapped MoE Training via Disaggregated AF-Pipe Parallelism

Surviving Partial Rank Failures in Wide Expert-Parallel MoE Inference

Hierarchical Mixture-of-Experts with Two-Stage Optimization

Receipt and verification

First computed	2026-07-05T06:17:25.782864Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

82031ff992fd048482951ee549083ab6e2e1d6ee92237f77f3f4f9bc91890de1

Aliases

arxiv: 2206.03382 · arxiv_version: 2206.03382v2 · doi: 10.48550/arxiv.2206.03382 · pith_short_12: QIBR76MS7UCI · pith_short_16: QIBR76MS7UCIJAUV · pith_short_8: QIBR76MS

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/QIBR76MS7UCIJAUVD3SUSCB2W3 \
  | 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: 82031ff992fd048482951ee549083ab6e2e1d6ee92237f77f3f4f9bc91890de1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "aa6ac843c5d1fa8ee7021000afd354eb7fba80c925bec7385de3f650b8d4fbb3",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.CV"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-06-07T15:20:20Z",
    "title_canon_sha256": "d4037af39324da8b3b0b321a5bc9d09f9adfb398da550a78e98f339bebe93c21"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2206.03382",
    "kind": "arxiv",
    "version": 2
  }
}