Pith Number

pith:5UKTH5YG

pith:2025:5UKTH5YGZ5QQJOSKAN4AMTGPXG

not attested not anchored not stored refs pending

Small steps no more: Global convergence of stochastic gradient bandits for arbitrary learning rates

Alekh Agarwal, Anant Raj, Bo Dai, Csaba Szepesvari, Dale Schuurmans, Jincheng Mei, Sharan Vaswani

arxiv:2502.07141 v1 · 2025-02-11 · 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{5UKTH5YGZ5QQJOSKAN4AMTGPXG}

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	2026-07-05T10:12:33.413264Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ed1533f706cf6104ba4a0378064ccfb9a2cd93f22b05da878306a192a0050bc8

Aliases

arxiv: 2502.07141 · arxiv_version: 2502.07141v1 · doi: 10.48550/arxiv.2502.07141 · pith_short_12: 5UKTH5YGZ5QQ · pith_short_16: 5UKTH5YGZ5QQJOSK · pith_short_8: 5UKTH5YG

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/5UKTH5YGZ5QQJOSKAN4AMTGPXG \
  | 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: ed1533f706cf6104ba4a0378064ccfb9a2cd93f22b05da878306a192a0050bc8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8814bbfa3c9907ab0ee1e855a7a3f2db2ad0b8c5c7119c2940dbc3aa7b86b22",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-02-11T00:12:04Z",
    "title_canon_sha256": "2365dfb4182e9c09c9d18bb5f272baf66c3ff20c695e1861bb3221899af8b4bd"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2502.07141",
    "kind": "arxiv",
    "version": 1
  }
}