Pith Number

pith:NS6TS4K6

pith:2024:NS6TS4K6HW2J64EEYTYZNC2OUY

not attested not anchored not stored refs pending

Model Predictive Control is Almost Optimal for Restless Bandit

Dheeraj Narasimha, Nicolas Gast

arxiv:2410.06307 v2 · 2024-10-08 · math.OC · cs.LG · 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{NS6TS4K6HW2J64EEYTYZNC2OUY}

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	2026-07-05T11:16:03.857742Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6cbd39715e3db49f7084c4f1968b4ea615a5a27aeea93ca4bd550e907280de4d

Aliases

arxiv: 2410.06307 · arxiv_version: 2410.06307v2 · doi: 10.48550/arxiv.2410.06307 · pith_short_12: NS6TS4K6HW2J · pith_short_16: NS6TS4K6HW2J64EE · pith_short_8: NS6TS4K6

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/NS6TS4K6HW2J64EEYTYZNC2OUY \
  | 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: 6cbd39715e3db49f7084c4f1968b4ea615a5a27aeea93ca4bd550e907280de4d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "3111d39e194ae2438f8994ae8f111b9ab882ed122c7ab415281b8958b63002d0",
    "cross_cats_sorted": [
      "cs.LG",
      "math.PR",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by-sa/4.0/",
    "primary_cat": "math.OC",
    "submitted_at": "2024-10-08T19:34:23Z",
    "title_canon_sha256": "d2f9861927a1671e0dea5db740f7a59613e2932d789d7ecd6d2e230bd5138e1a"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.06307",
    "kind": "arxiv",
    "version": 2
  }
}