Pith Number

pith:I56QEXGZ

pith:2022:I56QEXGZLDLDAUYVJKEPUUHYCY

not attested not anchored not stored refs pending

Online Learning and Bandits with Queried Hints

Aditya Bhaskara, Kamesh Munagala, Kostas Kollias, Sreenivas Gollapudi, Sungjin Im

arxiv:2211.02703 v1 · 2022-11-04 · cs.DS · 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{I56QEXGZLDLDAUYVJKEPUUHYCY}

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

Fusing Reward and Dueling Feedback in Stochastic Bandits

Receipt and verification

First computed	2026-07-05T05:13:20.620251Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

477d025cd958d63053154a88fa50f8160bc059b9379e5ea4787eba8505ad360c

Aliases

arxiv: 2211.02703 · arxiv_version: 2211.02703v1 · doi: 10.48550/arxiv.2211.02703 · pith_short_12: I56QEXGZLDLD · pith_short_16: I56QEXGZLDLDAUYV · pith_short_8: I56QEXGZ

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/I56QEXGZLDLDAUYVJKEPUUHYCY \
  | 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: 477d025cd958d63053154a88fa50f8160bc059b9379e5ea4787eba8505ad360c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "efe57f1579caf6aef11f2e14000637d51597e05af4baea05e80cc4e8d77b4b7e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.DS",
    "submitted_at": "2022-11-04T18:41:08Z",
    "title_canon_sha256": "f093203e53255e893bdac17a0e30e72858a0c8c178442e9119b58f12310a7ce4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2211.02703",
    "kind": "arxiv",
    "version": 1
  }
}