Pith Number

pith:FVDKO3PY

pith:2021:FVDKO3PYZP2KNZWCAYJMZAGTCW

not attested not anchored not stored refs pending

Improved Variance-Aware Confidence Sets for Linear Bandits and Linear Mixture MDP

Jiaqi Yang, Simon S. Du, Xiangyang Ji, Zihan Zhang

arxiv:2101.12745 v4 · 2021-01-29 · cs.LG

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{FVDKO3PYZP2KNZWCAYJMZAGTCW}

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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

Improved Model-based Reinforcement Learning with Smooth Kernels

Receipt and verification

First computed	2026-07-05T03:26:58.539296Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2d46a76df8cbf4a6e6c20612cc80d315b952e757bb9fd0800bbf9187ac47d31a

Aliases

arxiv: 2101.12745 · arxiv_version: 2101.12745v4 · doi: 10.48550/arxiv.2101.12745 · pith_short_12: FVDKO3PYZP2K · pith_short_16: FVDKO3PYZP2KNZWC · pith_short_8: FVDKO3PY

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/FVDKO3PYZP2KNZWCAYJMZAGTCW \
  | 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: 2d46a76df8cbf4a6e6c20612cc80d315b952e757bb9fd0800bbf9187ac47d31a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "7fef492109580c168e664b96e47dbfd5a8f2cf980d5c5d5569f76c2b3a7dc9e2",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-01-29T18:57:52Z",
    "title_canon_sha256": "e17a06bdd67e1c6ebd9dfb17d22e07b56a57795bdebbd0ddbbd4cbf395959aa6"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2101.12745",
    "kind": "arxiv",
    "version": 4
  }
}