Pith Number

pith:NLTMMNO4

pith:2024:NLTMMNO4SH5C4W4WOB2VIJHT42

not attested not anchored not stored refs pending

From Logistic Regression to the Perceptron Algorithm: Exploring Gradient Descent with Large Step Sizes

Alexander Tyurin

arxiv:2412.08424 v1 · 2024-12-11 · 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{NLTMMNO4SH5C4W4WOB2VIJHT42}

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.

Receipt and verification

First computed	2026-07-05T09:47:49.950134Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6ae6c635dc91fa2e5b9670755424f3e6a4466382552a8586b706110152a6babf

Aliases

arxiv: 2412.08424 · arxiv_version: 2412.08424v1 · doi: 10.48550/arxiv.2412.08424 · pith_short_12: NLTMMNO4SH5C · pith_short_16: NLTMMNO4SH5C4W4W · pith_short_8: NLTMMNO4

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/NLTMMNO4SH5C4W4WOB2VIJHT42 \
  | 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: 6ae6c635dc91fa2e5b9670755424f3e6a4466382552a8586b706110152a6babf

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ababc36e6a1d376a7487002f3d8ab38376703ae5617bd46d2160c5cd5a0784f",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-11T14:43:39Z",
    "title_canon_sha256": "7849bc1f55dbaa08cca6bea70e5c92e4e758a784b573a49c11240b3b0355ebde"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.08424",
    "kind": "arxiv",
    "version": 1
  }
}