Pith Number

pith:2NBZFVOR

pith:2018:2NBZFVORYV42L2OCDCUPPFEIS3

not attested not anchored not stored refs pending

Almost Optimal Algorithms for Linear Stochastic Bandits with Heavy-Tailed Payoffs

Han Shao, Irwin King, Michael R. Lyu, Xiaotian Yu

arxiv:1810.10895 v2 · 2018-10-25 · 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{2NBZFVORYV42L2OCDCUPPFEIS3}

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	2026-05-18T00:01:06.610055Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d34392d5d1c579a5e9c218a8f7948896e27e554d2610d47d63d838c36f7c306c

Aliases

arxiv: 1810.10895 · arxiv_version: 1810.10895v2 · doi: 10.48550/arxiv.1810.10895 · pith_short_12: 2NBZFVORYV42 · pith_short_16: 2NBZFVORYV42L2OC · pith_short_8: 2NBZFVOR

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/2NBZFVORYV42L2OCDCUPPFEIS3 \
  | 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: d34392d5d1c579a5e9c218a8f7948896e27e554d2610d47d63d838c36f7c306c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a58c06e5584677379336e062c55b00e84a94a5dac101ccd7a49fe186599e1a16",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-10-25T14:29:02Z",
    "title_canon_sha256": "1280339d8bbe76c1040573ec2dff03141180ee6ef3780f96684258d2ea33b4f5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1810.10895",
    "kind": "arxiv",
    "version": 2
  }
}