Pith Number

pith:OZZTEVMF

pith:2021:OZZTEVMFFRCDWO5KUQY63RI2QK

not attested not anchored not stored refs pending

Weighted Gaussian Process Bandits for Non-stationary Environments

Abhishek Gupta, Ambuj Tewari, Baekjin Kim, Ness Shroff, Xingyu Zhou, Yuntian Deng

arxiv:2107.02371 v4 · 2021-07-06 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{OZZTEVMFFRCDWO5KUQY63RI2QK}

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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

Geometry-Aware Multi-Armed Bandits for Antenna Beam Selection on Spheres, Tori, $\SO(3)$, and Reconfigurable Intelligent Surfaces

Receipt and verification

First computed	2026-07-05T04:08:57.801224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

76733255852c443b3baaa431edc51a82be001452e0ee9451837fbf070547699f

Aliases

arxiv: 2107.02371 · arxiv_version: 2107.02371v4 · doi: 10.48550/arxiv.2107.02371 · pith_short_12: OZZTEVMFFRCD · pith_short_16: OZZTEVMFFRCDWO5K · pith_short_8: OZZTEVMF

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/OZZTEVMFFRCDWO5KUQY63RI2QK \
  | 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: 76733255852c443b3baaa431edc51a82be001452e0ee9451837fbf070547699f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6fea270d2b5e41533a9516257aa18facaa89b779b4d8aad9956fd1f338fab6d8",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-07-06T03:37:33Z",
    "title_canon_sha256": "6636dcb8b605d0bf5503926b8fc02bc9cd56eeeb29fb2f67103afe4eec31e599"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2107.02371",
    "kind": "arxiv",
    "version": 4
  }
}