Pith Number

pith:2QQEJ4B3

pith:2025:2QQEJ4B3NG4MQGJG3HB7M62PFU

not attested not anchored not stored refs pending

Fusing Reward and Dueling Feedback in Stochastic Bandits

Adam Wierman, Jinhang Zuo, John C.S. Lui, Mohammad Hajiesmaili, Qirun Zeng, Xuchuang Wang, Xutong Liu

arxiv:2504.15812 v1 · 2025-04-22 · 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{2QQEJ4B3NG4MQGJG3HB7M62PFU}

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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

Best Arm Identification in Generalized Linear Bandits via Hybrid Feedback

Receipt and verification

First computed	2026-07-05T10:52:30.379344Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

d42044f03b69b8c81926d9c3f67b4f2d2f941f9060e5134a97a771eb58653d16

Aliases

arxiv: 2504.15812 · arxiv_version: 2504.15812v1 · doi: 10.48550/arxiv.2504.15812 · pith_short_12: 2QQEJ4B3NG4M · pith_short_16: 2QQEJ4B3NG4MQGJG · pith_short_8: 2QQEJ4B3

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/2QQEJ4B3NG4MQGJG3HB7M62PFU \
  | 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: d42044f03b69b8c81926d9c3f67b4f2d2f941f9060e5134a97a771eb58653d16

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "710aa2d8a591c90e126c086a4eab6536a6a38e37633ca9188c0b19beee6df6cd",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-04-22T11:51:20Z",
    "title_canon_sha256": "37407cb749d524d6ff6614fd5cb8c1e840fceeb4b182f406971011803e73058b"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15812",
    "kind": "arxiv",
    "version": 1
  }
}