Pith Number

pith:GS2EYIIB

pith:2023:GS2EYIIBAILHC77E2CK2GCKWZG

not attested not anchored not stored refs pending

Benchmarking Neural Network Training Algorithms

Abel L. Peirson, Ankush Garg, Bilal Khan, Chandramouli Shama Sastry, Chris J. Maddison, Daniel Snider, Daniel Suo, Ehsan Amid, Frank Schneider, George E. Dahl, Juhan Bae, Justin Gilmer, Kongtao Chen, Michal Badura, Mike Rabbat, Naman Agarwal, Peter Mattson, Philipp Hennig, Priya Kasimbeg, Rakshith Vasudev, Rohan Anil, Runa Eschenhagen, Shankar Krishnan, Sourabh Medapati, Zachary Nado

arxiv:2306.07179 v2 · 2023-06-12 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GS2EYIIBAILHC77E2CK2GCKWZG}

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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

9 papers in Pith

FOAM: Frequency and Operator Error-Based Adaptive Damping Method for Reducing Staleness-Oriented Error for Shampoo

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

LionMuon: Alternating Spectral and Sign Descent for Efficient Training

AMUSE: Anytime Muon with Stable Gradient Evaluation

Training Deep Learning Models with Norm-Constrained LMOs

Receipt and verification

First computed	2026-07-05T11:23:13.979815Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

34b44c21010216717fe4d095a30956c991ff34a69844df3248933096d868dc0a

Aliases

arxiv: 2306.07179 · arxiv_version: 2306.07179v2 · doi: 10.48550/arxiv.2306.07179 · pith_short_12: GS2EYIIBAILH · pith_short_16: GS2EYIIBAILHC77E · pith_short_8: GS2EYIIB

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/GS2EYIIBAILHC77E2CK2GCKWZG \
  | 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: 34b44c21010216717fe4d095a30956c991ff34a69844df3248933096d868dc0a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "31cdbe592db1ff8c107f12d90443919b98274e7fb7d99f8891c3c2c4309d5666",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-12T15:21:02Z",
    "title_canon_sha256": "736857e0dd5be377676b1cf5f0da9b1640ec791ef84d8906868d0289e4d65195"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.07179",
    "kind": "arxiv",
    "version": 2
  }
}