Pith Number

pith:EBUHBL5S

pith:2024:EBUHBL5SOEK7OK7ZBFWRYW2UKF

not attested not anchored not stored refs pending

Whittle Index Learning Algorithms for Restless Bandits with Constant Stepsizes

Rahul Meshram, Surya Prakash, Vishesh Mittal

arxiv:2409.04605 v1 · 2024-09-06 · cs.LG · cs.SY · eess.SY · 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{EBUHBL5SOEK7OK7ZBFWRYW2UKF}

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.

Receipt and verification

First computed	2026-07-05T09:04:15.112064Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

206870afb27115f72bf9096d1c5b545163c4040ea3ff42fa61d9cd1a1c268d0b

Aliases

arxiv: 2409.04605 · arxiv_version: 2409.04605v1 · doi: 10.48550/arxiv.2409.04605 · pith_short_12: EBUHBL5SOEK7 · pith_short_16: EBUHBL5SOEK7OK7Z · pith_short_8: EBUHBL5S

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/EBUHBL5SOEK7OK7ZBFWRYW2UKF \
  | 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: 206870afb27115f72bf9096d1c5b545163c4040ea3ff42fa61d9cd1a1c268d0b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "72f7eaf1376dcf10abc77b66404ee587a65e578889b080eb1ef465654d11f580",
    "cross_cats_sorted": [
      "cs.SY",
      "eess.SY",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-06T20:24:19Z",
    "title_canon_sha256": "6e8c17f86439b8979afce2f904b64b04cd622098db0ff2683d5555b51adc9bc5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.04605",
    "kind": "arxiv",
    "version": 1
  }
}