Pith Number

pith:DU2D23OG

pith:2017:DU2D23OG4WWISCWZZNSW3HH3QB

not attested not anchored not stored refs pending

Beyond the Hazard Rate: More Perturbation Algorithms for Adversarial Multi-armed Bandits

Ambuj Tewari, Zifan Li

arxiv:1702.05536 v2 · 2017-02-17 · cs.LG · cs.GT · 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{DU2D23OG4WWISCWZZNSW3HH3QB}

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	2026-05-18T00:26:37.349495Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

1d343d6dc6e5ac890ad9cb656d9cfb80787b254c4742cdc95474850eae3dc005

Aliases

arxiv: 1702.05536 · arxiv_version: 1702.05536v2 · doi: 10.48550/arxiv.1702.05536 · pith_short_12: DU2D23OG4WWI · pith_short_16: DU2D23OG4WWISCWZ · pith_short_8: DU2D23OG

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/DU2D23OG4WWISCWZZNSW3HH3QB \
  | 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: 1d343d6dc6e5ac890ad9cb656d9cfb80787b254c4742cdc95474850eae3dc005

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e2db7b3eb326cee81362732db5e152f06de8f9e62f10b5f7256d952d52824e36",
    "cross_cats_sorted": [
      "cs.GT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2017-02-17T22:39:37Z",
    "title_canon_sha256": "272d2b1906ff08f8a252ed2ab24e5dee4864917050503ea979367e871f508c04"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1702.05536",
    "kind": "arxiv",
    "version": 2
  }
}