Pith Number

pith:N2YAJZYZ

pith:2023:N2YAJZYZLJTTASCTG7TEMKU3OT

not attested not anchored not stored refs pending

Borda Regret Minimization for Generalized Linear Dueling Bandits

Farzad Farnoud, Hao Lou, Quanquan Gu, Tao Jin, Yue Wu

arxiv:2303.08816 v2 · 2023-03-15 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{N2YAJZYZLJTTASCTG7TEMKU3OT}

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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

Contextual bandits with entropy-based human feedback

Receipt and verification

First computed	2026-07-05T06:54:15.319235Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6eb004e7195a6730485337e6462a9b74f6f338885d38f110d64299667d237f76

Aliases

arxiv: 2303.08816 · arxiv_version: 2303.08816v2 · doi: 10.48550/arxiv.2303.08816 · pith_short_12: N2YAJZYZLJTT · pith_short_16: N2YAJZYZLJTTASCT · pith_short_8: N2YAJZYZ

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/N2YAJZYZLJTTASCTG7TEMKU3OT \
  | 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: 6eb004e7195a6730485337e6462a9b74f6f338885d38f110d64299667d237f76

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1b5d8078e326b1a2c32f95cf59b79fae9e42035873e84b8390e19eeb62920ddb",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-03-15T17:59:27Z",
    "title_canon_sha256": "36e47a466dc67ee70e22ef63785e7c33955836fc9afdd13e1ae280f8836f7a7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2303.08816",
    "kind": "arxiv",
    "version": 2
  }
}