Pith Number

pith:FCIFGSUC

pith:2023:FCIFGSUCVYKGPZ7H2PTYPFAS3Y

not attested not anchored not stored refs pending

Variance-Dependent Regret Bounds for Linear Bandits and Reinforcement Learning: Adaptivity and Computational Efficiency

Dongruo Zhou, Heyang Zhao, Jiafan He, Quanquan Gu, Tong Zhang

arxiv:2302.10371 v1 · 2023-02-21 · cs.LG · math.OC · stat.ML

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FCIFGSUCVYKGPZ7H2PTYPFAS3Y}

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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	2026-07-05T05:43:38.467522Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2890534a82ae1467e7e7d3e7879412de29ad1157a3936cd3ca4a145e28056e6d

Aliases

arxiv: 2302.10371 · arxiv_version: 2302.10371v1 · doi: 10.48550/arxiv.2302.10371 · pith_short_12: FCIFGSUCVYKG · pith_short_16: FCIFGSUCVYKGPZ7H · pith_short_8: FCIFGSUC

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/FCIFGSUCVYKGPZ7H2PTYPFAS3Y \
  | 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: 2890534a82ae1467e7e7d3e7879412de29ad1157a3936cd3ca4a145e28056e6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c540c5943913ae4a30df3364add7a4f540c2d5896652c6860175181d5b225de",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-02-21T00:17:24Z",
    "title_canon_sha256": "7df3cfeee3e8c0b57cb2140c0c46f233e8ab0c7c85c65d3430de09e53785fdcc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2302.10371",
    "kind": "arxiv",
    "version": 1
  }
}