Pith Number

pith:LGEPWDFE

pith:2022:LGEPWDFEKBCQJKLGGYUI3CGTWM

not attested not anchored not stored refs pending

Exploring Low Rank Training of Deep Neural Networks

Acyr Locatelli, Aidan N. Gomez, Bharat Venkitesh, Jimmy Ba, Siddhartha Rao Kamalakara, Yarin Gal

arxiv:2209.13569 v1 · 2022-09-27 · cs.LG · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LGEPWDFEKBCQJKLGGYUI3CGTWM}

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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

DLR: Zero-Inference-Cost Latent Residuals for Low-Rank Pre-Training

CR-Net: Scaling Parameter-Efficient Training with Cross-Layer Low-Rank Structure

GaLore: Memory-Efficient LLM Training by Gradient Low-Rank Projection

BOOST: BOttleneck-Optimized Scalable Training Framework for Low-Rank Large Language Models

Dr. Post-Training: A Data Regularization Perspective on LLM Post-Training

Receipt and verification

First computed	2026-07-05T05:01:33.862435Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5988fb0ca4504504a96636288d88d3b3146048919c8c63a38213fa3ff88a2558

Aliases

arxiv: 2209.13569 · arxiv_version: 2209.13569v1 · doi: 10.48550/arxiv.2209.13569 · pith_short_12: LGEPWDFEKBCQ · pith_short_16: LGEPWDFEKBCQJKLG · pith_short_8: LGEPWDFE

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/LGEPWDFEKBCQJKLGGYUI3CGTWM \
  | 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: 5988fb0ca4504504a96636288d88d3b3146048919c8c63a38213fa3ff88a2558

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "64ec6d7acb9d436afe9a7d229ba2c8123c4abf137724976058606aebcb4e66bf",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-09-27T17:43:45Z",
    "title_canon_sha256": "be1ac159102d12f592b7d07981dd1a3e3e9801d7ec267d85878beb84a847220d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2209.13569",
    "kind": "arxiv",
    "version": 1
  }
}