Pith Number

pith:DHBFL4KU

pith:2023:DHBFL4KUDR4KRUZJMKEC6XSKIT

not attested not anchored not stored refs pending

Restless Bandits with Average Reward: Breaking the Uniform Global Attractor Assumption

Qiaomin Xie, Weina Wang, Yige Hong, Yudong Chen

arxiv:2306.00196 v3 · 2023-05-31 · cs.LG · math.OC · math.PR · 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{DHBFL4KUDR4KRUZJMKEC6XSKIT}

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

The Gittins Index: A Design Principle for Decision-Making Under Uncertainty

Receipt and verification

First computed	2026-07-05T07:33:51.526179Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

19c255f1541c78a8d32962882f5e4a44ed09bfa68f7fcdffd70f41e581d09085

Aliases

arxiv: 2306.00196 · arxiv_version: 2306.00196v3 · doi: 10.48550/arxiv.2306.00196 · pith_short_12: DHBFL4KUDR4K · pith_short_16: DHBFL4KUDR4KRUZJ · pith_short_8: DHBFL4KU

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/DHBFL4KUDR4KRUZJMKEC6XSKIT \
  | 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: 19c255f1541c78a8d32962882f5e4a44ed09bfa68f7fcdffd70f41e581d09085

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1f04b1bc7c1c70fb71a01947d41887d21be3823529765e417a929cfad82c2625",
    "cross_cats_sorted": [
      "math.OC",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-05-31T21:26:43Z",
    "title_canon_sha256": "a87cd0c7ead3347423b21e8f3bf9e39d3daee3347c3d50a1a28550cac279509e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.00196",
    "kind": "arxiv",
    "version": 3
  }
}