Pith Number

pith:UMD2PP2V

pith:2024:UMD2PP2V3A3OA7E5UWGEQPR667

not attested not anchored not stored refs pending

Shortcut-connected Expert Parallelism for Accelerating Mixture-of-Experts

Jiayi Huang, Junwei Cui, Juyong Jiang, Le Qin, Sunghun Kim, Weilin Cai

arxiv:2404.05019 v3 · 2024-04-07 · cs.LG · cs.CL · 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{UMD2PP2V3A3OA7E5UWGEQPR667}

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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

4 papers in Pith

MONA: Muon Optimizer with Nesterov Acceleration for Scalable Language Model Training

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

A Survey on Large Language Models for Code Generation

MACS: Modality-Aware Capacity Scaling for Efficient Multimodal MoE Inference

Receipt and verification

First computed	2026-07-05T11:11:31.689882Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a307a7bf55d836e07c9da58c483e3ef7cd1a2dde42f8b028b758b8c380118a9f

Aliases

arxiv: 2404.05019 · arxiv_version: 2404.05019v3 · doi: 10.48550/arxiv.2404.05019 · pith_short_12: UMD2PP2V3A3O · pith_short_16: UMD2PP2V3A3OA7E5 · pith_short_8: UMD2PP2V

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/UMD2PP2V3A3OA7E5UWGEQPR667 \
  | 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: a307a7bf55d836e07c9da58c483e3ef7cd1a2dde42f8b028b758b8c380118a9f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7d329114fe55da3d43abd46e647e3a2cab9fdc951a70c353103e9292ce479627",
    "cross_cats_sorted": [
      "cs.CL",
      "cs.DC"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-07T17:17:23Z",
    "title_canon_sha256": "aa837f9b7bedfd98e585cab788e899ae17ec348303f40a0d5a6c2abc4b70c659"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.05019",
    "kind": "arxiv",
    "version": 3
  }
}