Pith Number

pith:CQSGBR24

pith:2024:CQSGBR246WCNN27EZ3WZSY6YPB

not attested not anchored not stored refs pending

MARS: Unleashing the Power of Variance Reduction for Training Large Models

Huizhuo Yuan, Quanquan Gu, Shuang Wu, Xun Zhou, Yifeng Liu

arxiv:2411.10438 v4 · 2024-11-15 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{CQSGBR246WCNN27EZ3WZSY6YPB}

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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

13 papers in Pith

MGUP: A Momentum-Gradient Alignment Update Policy for Stochastic Optimization

Symmetry-Compatible Principle for Optimizer Design: Embeddings, LM Heads, SwiGLU MLPs, and MoE Routers

One-Step Gradient Delay is Not a Barrier for Large-Scale Asynchronous Pipeline Parallel LLM Pretraining

HTMuon: Improving Muon via Heavy-Tailed Spectral Correction

Why SGD is not Brownian Motion: A New Perspective on Stochastic Dynamics

Receipt and verification

First computed	2026-07-05T12:04:29.208004Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

142460c75cf584d6ebe4ceed9963d878657ec2610db937228ceffeffb05cb7f5

Aliases

arxiv: 2411.10438 · arxiv_version: 2411.10438v4 · doi: 10.48550/arxiv.2411.10438 · pith_short_12: CQSGBR246WCN · pith_short_16: CQSGBR246WCNN27E · pith_short_8: CQSGBR24

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/CQSGBR246WCNN27EZ3WZSY6YPB \
  | 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: 142460c75cf584d6ebe4ceed9963d878657ec2610db937228ceffeffb05cb7f5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "8f323bb9c5b71c1c99670f9e64ba8b33b4ed36fdd37413fc15f0ceed50b74ffd",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-11-15T18:57:39Z",
    "title_canon_sha256": "83dfcc9dc8ddabdc7a013d934ab010c83fe166dc4c5efff322132cfc31170b10"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2411.10438",
    "kind": "arxiv",
    "version": 4
  }
}