Pith Number

pith:SX2EC5UL

pith:2023:SX2EC5UL37ZEOPRVSIGURR74D4

not attested not anchored not stored refs pending

Provably Efficient High-Dimensional Bandit Learning with Batched Feedbacks

Chenlu Ye, Jianqing Fan, Zhaoran Wang, Zhuoran Yang

arxiv:2311.13180 v2 · 2023-11-22 · stat.ML · 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{SX2EC5UL37ZEOPRVSIGURR74D4}

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

Transformers as Multi-task Learners: Decoupling Features in Hidden Markov Models

Receipt and verification

First computed	2026-07-05T07:16:04.960408Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

95f441768bdff2473e35920d48c7fc1f174e667513da900d1f5a0fc53333d3b5

Aliases

arxiv: 2311.13180 · arxiv_version: 2311.13180v2 · doi: 10.48550/arxiv.2311.13180 · pith_short_12: SX2EC5UL37ZE · pith_short_16: SX2EC5UL37ZEOPRV · pith_short_8: SX2EC5UL

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/SX2EC5UL37ZEOPRVSIGURR74D4 \
  | 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: 95f441768bdff2473e35920d48c7fc1f174e667513da900d1f5a0fc53333d3b5

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "95590c4a7ca70c458c001123c2c977cb9d62ba793e96a4ff15f680f1027e5f5e",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-11-22T06:06:54Z",
    "title_canon_sha256": "bcba966a8cad347c841804714baabbc87fb6550e14d81f21f6828350f0769915"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2311.13180",
    "kind": "arxiv",
    "version": 2
  }
}