Pith Number

pith:O3EFWXWZ

pith:2024:O3EFWXWZ435PMPFAS4RHSXBUVX

not attested not anchored not stored refs pending

Natural GaLore: Accelerating GaLore for memory-efficient LLM Training and Fine-tuning

Arijit Das

arxiv:2410.16029 v1 · 2024-10-21 · cs.LG · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{O3EFWXWZ435PMPFAS4RHSXBUVX}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

1 paper in Pith

Scalable Parameter and Memory Efficient Pretraining for LLM: Recent Algorithmic Advances and Benchmarking

Receipt and verification

First computed	2026-07-05T09:23:28.273923Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76c85b5ed9e6faf63ca09722795c34adf2de8ea6f03f66304c37870946ce6503

Aliases

arxiv: 2410.16029 · arxiv_version: 2410.16029v1 · doi: 10.48550/arxiv.2410.16029 · pith_short_12: O3EFWXWZ435P · pith_short_16: O3EFWXWZ435PMPFA · pith_short_8: O3EFWXWZ

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/O3EFWXWZ435PMPFAS4RHSXBUVX \
  | 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: 76c85b5ed9e6faf63ca09722795c34adf2de8ea6f03f66304c37870946ce6503

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f75a2e7f47744fecb4945c44f488817253e959612db31ec67a262639c3e3dc5",
    "cross_cats_sorted": [
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-21T14:05:06Z",
    "title_canon_sha256": "e0802c7544a1774c3768e1f23289775855a33674880e04097a4e81f708e9587d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.16029",
    "kind": "arxiv",
    "version": 1
  }
}