Pith Number

pith:U5PX7LEM

pith:2024:U5PX7LEMBZ4JBDCBBQZ5VQ2YCK

not attested not anchored not stored refs pending

Achieving Exponential Asymptotic Optimality in Average-Reward Restless Bandits without Global Attractor Assumption

Qiaomin Xie, Weina Wang, Yige Hong, Yudong Chen

arxiv:2405.17882 v2 · 2024-05-28 · cs.LG · math.OC · math.PR

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{U5PX7LEMBZ4JBDCBBQZ5VQ2YCK}

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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

Weakly-Coupled Multi-Action Restless Bandits -- Exponential Convergence in Probability

Receipt and verification

First computed	2026-07-05T09:21:44.701639Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a75f7fac8c0e78908c410c33dac358129425e3007bdf9fd9a5982ffc0ca51639

Aliases

arxiv: 2405.17882 · arxiv_version: 2405.17882v2 · doi: 10.48550/arxiv.2405.17882 · pith_short_12: U5PX7LEMBZ4J · pith_short_16: U5PX7LEMBZ4JBDCB · pith_short_8: U5PX7LEM

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/U5PX7LEMBZ4JBDCBBQZ5VQ2YCK \
  | 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: a75f7fac8c0e78908c410c33dac358129425e3007bdf9fd9a5982ffc0ca51639

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1c1e161aac4ae739ef8a9d57d21dba6d3ad56254d2b06ccb9af486ecb50515ad",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-05-28T07:08:29Z",
    "title_canon_sha256": "3ec11a8b03732970913f2d63f5e48c1525bb2404669e23ab6fd3eac1b3546b7d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.17882",
    "kind": "arxiv",
    "version": 2
  }
}