Pith Number

pith:EMZY7MST

pith:2024:EMZY7MST5JRANAVSR5UQMPK7UJ

not attested not anchored not stored refs pending

Scalify: scale propagation for efficient low-precision LLM training

Andrew Fitzgibbon, Carlo Luschi, Paul Balan\c{c}a, Sam Hosegood

arxiv:2407.17353 v1 · 2024-07-24 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{EMZY7MST5JRANAVSR5UQMPK7UJ}

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

2 papers in Pith

Why Low-Precision Transformer Training Fails: An Analysis on Flash Attention

StoSignSGD: Unbiased Structural Stochasticity Fixes SignSGD for Training Large Language Models

Receipt and verification

First computed	2026-07-05T08:48:07.135742Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

23338fb253ea620682b28f69063d5fa258eb3b65860883172af9f568db84e9ba

Aliases

arxiv: 2407.17353 · arxiv_version: 2407.17353v1 · doi: 10.48550/arxiv.2407.17353 · pith_short_12: EMZY7MST5JRA · pith_short_16: EMZY7MST5JRANAVS · pith_short_8: EMZY7MST

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/EMZY7MST5JRANAVSR5UQMPK7UJ \
  | 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: 23338fb253ea620682b28f69063d5fa258eb3b65860883172af9f568db84e9ba

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6295d47af8248f5a3a5cbf005a7180508ee21ac5c2848f368c00c10a0e475f9f",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-07-24T15:26:01Z",
    "title_canon_sha256": "ffcd6640ed2f69f5dc22fe85a0f122092f65f8893838b7eba87d2e0a1e8aea59"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2407.17353",
    "kind": "arxiv",
    "version": 1
  }
}