Pith Number

pith:CT4SXGU3

pith:2025:CT4SXGU3RMQV6FPQUFNHZABYO6

not attested not anchored not stored refs pending

Benefits of Early Stopping in Gradient Descent for Overparameterized Logistic Regression

Bin Yu, Jingfeng Wu, Matus Telgarsky, Peter Bartlett

arxiv:2502.13283 v2 · 2025-02-18 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{CT4SXGU3RMQV6FPQUFNHZABYO6}

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	2026-07-05T11:29:07.047198Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

14f92b9a9b8b215f15f0a15a7c803877aa7953a7df13ea96f8ad77dd512735c5

Aliases

arxiv: 2502.13283 · arxiv_version: 2502.13283v2 · doi: 10.48550/arxiv.2502.13283 · pith_short_12: CT4SXGU3RMQV · pith_short_16: CT4SXGU3RMQV6FPQ · pith_short_8: CT4SXGU3

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/CT4SXGU3RMQV6FPQUFNHZABYO6 \
  | 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: 14f92b9a9b8b215f15f0a15a7c803877aa7953a7df13ea96f8ad77dd512735c5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e44ee5aad450276cc1755473b6b389d91145710f6ad1a01932f6ad96868ed2d7",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-18T21:04:06Z",
    "title_canon_sha256": "fba787cee9f29535b806682c23ba07fc8ad7898bcf0a45764b3604374d1e8756"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.13283",
    "kind": "arxiv",
    "version": 2
  }
}