Pith Number

pith:FYKH4W6T

pith:2024:FYKH4W6TUOZDLBHHFU6TZKYUDT

not attested not anchored not stored refs pending

Lagrangian Index Policy for Restless Bandits with Average Reward

Konstantin Avrachenkov, Pratik Shah, Vivek S. Borkar

arxiv:2412.12641 v3 · 2024-12-17 · cs.LG · cs.AI · 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{FYKH4W6TUOZDLBHHFU6TZKYUDT}

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

3 papers in Pith

Scheduling jobs with unknown size distribution in a M/G/1 queue: the shifted empirical Gittins

Restless Bandits with Individual Penalty Constraints: Near-Optimal Indices and Deep Reinforcement Learning

Lagrange Index based Scheduling for Minimizing Age of Updates from Heterogeneous Sources

Receipt and verification

First computed	2026-08-05T01:33:16.167044Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2e147e5bd3a3b23584e72d3d3cab141cdb3ed6a8174c8c4da1f572558a51d0ef

Aliases

arxiv: 2412.12641 · arxiv_version: 2412.12641v3 · doi: 10.48550/arxiv.2412.12641 · pith_short_12: FYKH4W6TUOZD · pith_short_16: FYKH4W6TUOZDLBHH · pith_short_8: FYKH4W6T

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/FYKH4W6TUOZDLBHHFU6TZKYUDT \
  | 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: 2e147e5bd3a3b23584e72d3d3cab141cdb3ed6a8174c8c4da1f572558a51d0ef

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2b7936738988577cfa52fc9bd858de76270fd9aea012d3e7205cd05bf38823da",
    "cross_cats_sorted": [
      "cs.AI",
      "math.OC",
      "math.PR"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-12-17T08:03:53Z",
    "title_canon_sha256": "35ce611467458c9fe143fcd3a396a0a890a379fdf93cd009a2a99f5e1289e967"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2412.12641",
    "kind": "arxiv",
    "version": 3
  }
}