Pith Number

pith:7NWWFO5N

pith:2023:7NWWFO5N4OENKLOSKQHLULDLAG

not attested not anchored not stored refs pending

Variance-Aware Regret Bounds for Stochastic Contextual Dueling Bandits

Farzad Farnoud, Heyang Zhao, Qiwei Di, Quanquan Gu, Tao Jin, Yue Wu

arxiv:2310.00968 v2 · 2023-10-02 · cs.LG · math.OC · stat.ML

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\usepackage{pith}
\pithnumber{7NWWFO5N4OENKLOSKQHLULDLAG}

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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

2 papers in Pith

ActiveDPO: Active Direct Preference Optimization for Sample-Efficient Alignment

Logistic Bandits with $\tilde{O}(\sqrt{dT})$ Regret without Context Diversity Assumptions

Receipt and verification

First computed	2026-07-05T09:20:37.788090Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

fb6d62bbade388d52dd2540eba2c6b01ae0085528ecc6ffc11ef120be1c1b391

Aliases

arxiv: 2310.00968 · arxiv_version: 2310.00968v2 · doi: 10.48550/arxiv.2310.00968 · pith_short_12: 7NWWFO5N4OEN · pith_short_16: 7NWWFO5N4OENKLOS · pith_short_8: 7NWWFO5N

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/7NWWFO5N4OENKLOSKQHLULDLAG \
  | 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: fb6d62bbade388d52dd2540eba2c6b01ae0085528ecc6ffc11ef120be1c1b391

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "86ab6be3994507aa0bbc80f5e3912d6bb2de75c5ae27e8f4063b16324bf789a9",
    "cross_cats_sorted": [
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-02T08:15:52Z",
    "title_canon_sha256": "16f3bab514e48306e80a406f49a4447f22b985d40538c2af19cb17289e8acd6f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.00968",
    "kind": "arxiv",
    "version": 2
  }
}