Pith Number

pith:JH6VFB7L

pith:2024:JH6VFB7L6QSAVWHYDI5GPJQTVN

not attested not anchored not stored refs pending

Analyzing & Reducing the Need for Learning Rate Warmup in GPT Training

Atli Kosson, Bettina Messmer, Martin Jaggi

arxiv:2410.23922 v1 · 2024-10-31 · 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{JH6VFB7L6QSAVWHYDI5GPJQTVN}

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

Improving Neural Network Training by Decoupling the Magnitude and Direction of Weight Vectors

Demystifying Manifold Constraints in LLM Pre-training

Receipt and verification

First computed	2026-07-05T09:29:07.359310Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

49fd5287ebf4240ad8f81a3a67a613ab73fec0c099845d7a305ef3016a39ebe1

Aliases

arxiv: 2410.23922 · arxiv_version: 2410.23922v1 · doi: 10.48550/arxiv.2410.23922 · pith_short_12: JH6VFB7L6QSA · pith_short_16: JH6VFB7L6QSAVWHY · pith_short_8: JH6VFB7L

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/JH6VFB7L6QSAVWHYDI5GPJQTVN \
  | 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: 49fd5287ebf4240ad8f81a3a67a613ab73fec0c099845d7a305ef3016a39ebe1

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a63c2764fda6d41a7f7866ac4b2551996dc8862d5d2400927db4f75801e51cdd",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-31T13:32:39Z",
    "title_canon_sha256": "59a8669985bf602d216cdaccd5ee2799e946889ff83d43dfcff150c4c1269d8f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.23922",
    "kind": "arxiv",
    "version": 1
  }
}