Pith Number

pith:GPZGVKTX

pith:2021:GPZGVKTXSQPE6NPJWF2R6VNXQ6

not attested not anchored not stored refs pending

Improved Regret Analysis for Variance-Adaptive Linear Bandits and Horizon-Free Linear Mixture MDPs

Insoon Yang, Kwang-Sung Jun, Yeoneung Kim

arxiv:2111.03289 v4 · 2021-11-05 · stat.ML · cs.LG · math.ST · stat.TH

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{GPZGVKTXSQPE6NPJWF2R6VNXQ6}

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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.

Cited by

1 paper in Pith

Catoni Contextual Bandits are Robust to Heavy-tailed Rewards

Receipt and verification

First computed	2026-07-05T05:38:41.020353Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

33f26aaa77941e4f35e9b1751f55b787b1d56115c9e67634569eee6c9fcf513d

Aliases

arxiv: 2111.03289 · arxiv_version: 2111.03289v4 · doi: 10.48550/arxiv.2111.03289 · pith_short_12: GPZGVKTXSQPE · pith_short_16: GPZGVKTXSQPE6NPJ · pith_short_8: GPZGVKTX

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/GPZGVKTXSQPE6NPJWF2R6VNXQ6 \
  | 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: 33f26aaa77941e4f35e9b1751f55b787b1d56115c9e67634569eee6c9fcf513d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "195707cac88ee3a5ef65d0ef260489235c5b57bb366021d134519c32a95e2007",
    "cross_cats_sorted": [
      "cs.LG",
      "math.ST",
      "stat.TH"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2021-11-05T06:47:27Z",
    "title_canon_sha256": "52a07a51530a240c7bbfbab05b7123b59e706e6cdd3c56154374297c90492601"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2111.03289",
    "kind": "arxiv",
    "version": 4
  }
}