Pith Number

pith:4BIN3TUU

pith:2024:4BIN3TUUHQ6XMP3IMEHHYN5USQ

not attested not anchored not stored refs pending

Second Order Methods for Bandit Optimization and Control

Arun Suggala, Elad Hazan, Praneeth Netrapalli, Y. Jennifer Sun

arxiv:2402.08929 v2 · 2024-02-14 · 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{4BIN3TUUHQ6XMP3IMEHHYN5USQ}

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

1 paper in Pith

A Regularized Online Newton Method for Stochastic Convex Bandits with Linear Vanishing Noise

Receipt and verification

First computed	2026-07-05T09:15:08.530692Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

e050ddce943c3d763f68610e7c37b4940061646ae56b31a3fbb82f809d8fad8f

Aliases

arxiv: 2402.08929 · arxiv_version: 2402.08929v2 · doi: 10.48550/arxiv.2402.08929 · pith_short_12: 4BIN3TUUHQ6X · pith_short_16: 4BIN3TUUHQ6XMP3I · pith_short_8: 4BIN3TUU

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/4BIN3TUUHQ6XMP3IMEHHYN5USQ \
  | 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: e050ddce943c3d763f68610e7c37b4940061646ae56b31a3fbb82f809d8fad8f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d6f6dbfb9ef69a3e0fce705db59e1a01575b5b4cc52f01d860fdc5a53588ae73",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-02-14T04:03:38Z",
    "title_canon_sha256": "ef23f5753f86d3776048937cbfb92115d0ad3a36b50034b66005f83f54dc5e22"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2402.08929",
    "kind": "arxiv",
    "version": 2
  }
}