Pith Number

pith:MABUVFA2

pith:2022:MABUVFA27T25GAGIVF43WJIDVG

not attested not anchored not stored refs pending

HetuMoE: An Efficient Trillion-scale Mixture-of-Expert Distributed Training System

Bin Cui, Pinxue Zhao, Tong Zhao, Xiaonan Nie, Xupeng Miao

arxiv:2203.14685 v3 · 2022-03-28 · cs.DC

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MABUVFA27T25GAGIVF43WJIDVG}

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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

5 papers in Pith

AGoQ: Activation and Gradient Quantization for Memory-Efficient Distributed Training of LLMs

ReLibra: Routing-Replay-Guided Load Balancing for MoE Training in Reinforcement Learning

Accelerating MoE with Dynamic In-Switch Computing on Multi-GPUs

AGoQ: Activation and Gradient Quantization for Memory-Efficient Distributed Training of LLMs

Piper: Efficient Large-Scale MoE Training via Resource Modeling and Pipelined Hybrid Parallelism

Receipt and verification

First computed	2026-07-05T05:16:50.489055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

60034a941afcf5d300c8a979bb2503a994b7bc7fd3bad1fb89cdc40341290e0c

Aliases

arxiv: 2203.14685 · arxiv_version: 2203.14685v3 · doi: 10.48550/arxiv.2203.14685 · pith_short_12: MABUVFA27T25 · pith_short_16: MABUVFA27T25GAGI · pith_short_8: MABUVFA2

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/MABUVFA27T25GAGIVF43WJIDVG \
  | 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: 60034a941afcf5d300c8a979bb2503a994b7bc7fd3bad1fb89cdc40341290e0c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "308e09d978c0c18d660fbe666d13bf4276f7baf42775834b0d2c6054f87b5479",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.DC",
    "submitted_at": "2022-03-28T12:32:25Z",
    "title_canon_sha256": "e91f74307a75e4aa45f826e022631c2b3b55a1bad1d82563b74c4d721cc7f6b1"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2203.14685",
    "kind": "arxiv",
    "version": 3
  }
}