Pith Number

pith:RGS5CUSI

pith:2022:RGS5CUSIXZQ7N5ATYLSPPWUI2W

not attested not anchored not stored refs pending

Shuffle Private Linear Contextual Bandits

Sayak Ray Chowdhury, Xingyu Zhou

arxiv:2202.05567 v1 · 2022-02-11 · 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{RGS5CUSIXZQ7N5ATYLSPPWUI2W}

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

4 papers in Pith

Stochastic Linear Contextual Bandits with Bounded Noise: A Set-Membership Approach

When Determinants Are Not Enough: Private Rare Switching

On the Sample Complexity of Differentially Private Policy Optimization

Towards Differentially Private Reinforcement Learning with General Function Approximation

Receipt and verification

First computed	2026-07-05T04:25:55.215153Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89a5d15248be61f6f413c2e4f7da88d5b3e0e7d56e719da0fc4083edff761684

Aliases

arxiv: 2202.05567 · arxiv_version: 2202.05567v1 · doi: 10.48550/arxiv.2202.05567 · pith_short_12: RGS5CUSIXZQ7 · pith_short_16: RGS5CUSIXZQ7N5AT · pith_short_8: RGS5CUSI

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/RGS5CUSIXZQ7N5ATYLSPPWUI2W \
  | 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: 89a5d15248be61f6f413c2e4f7da88d5b3e0e7d56e719da0fc4083edff761684

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "eae57ecb7e324ca0a0efd0bc576e51f94cba294a0193b114082958766cf2d1f5",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2022-02-11T11:53:22Z",
    "title_canon_sha256": "54d97e49d09692cfb1607bcf75b543806fefc82cb9d2298ae0a08760ec9c9b87"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2202.05567",
    "kind": "arxiv",
    "version": 1
  }
}