Pith Number

pith:5OTYYFYG

pith:2024:5OTYYFYGJJKCCBEDVIUOCLI5SA

not attested not anchored not stored refs pending

Combinatorial Multivariant Multi-Armed Bandits with Applications to Episodic Reinforcement Learning and Beyond

Han Zhong, Jinhang Zuo, John C.S. Lui, Mohammad Hajiesmaili, Shuai Li, Siwei Wang, Wei Chen, Xuchuang Wang, Xutong Liu, Zhiyong Wang

arxiv:2406.01386 v3 · 2024-06-03 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{5OTYYFYGJJKCCBEDVIUOCLI5SA}

Prints a linked badge after your title and injects PDF metadata. Compiles on arXiv. Learn more · Embed verified badge

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

Intelligent Channel Allocation for IEEE 802.11be Multi-Link Operation: When MAB Meets LLM

Receipt and verification

First computed	2026-07-05T10:52:37.056658Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

eba78c17064a54210483aa28e12d1d901a32333f37570c600fee620fde72de3e

Aliases

arxiv: 2406.01386 · arxiv_version: 2406.01386v3 · doi: 10.48550/arxiv.2406.01386 · pith_short_12: 5OTYYFYGJJKC · pith_short_16: 5OTYYFYGJJKCCBED · pith_short_8: 5OTYYFYG

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/5OTYYFYGJJKCCBEDVIUOCLI5SA \
  | 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: eba78c17064a54210483aa28e12d1d901a32333f37570c600fee620fde72de3e

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e1603a24b559b98ce0b8a75fc9d7b104131aa5664691fce08bde4559af0efb50",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-03T14:48:53Z",
    "title_canon_sha256": "132bef75924e59c6aa335be6691aae95702a98cbd8c4cea5528871dcd1c0fcfe"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.01386",
    "kind": "arxiv",
    "version": 3
  }
}