Pith Number

pith:TUQMUDK3

pith:2024:TUQMUDK3THKKM5WUMQGSBDRUXY

not attested not anchored not stored refs pending

Restless Bandit Problem with Rewards Generated by a Linear Gaussian Dynamical System

Bruno Sinopoli, Jonathan Gornet

arxiv:2405.09584 v2 · 2024-05-15 · stat.ML · cs.LG · cs.SY · eess.SY

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{TUQMUDK3THKKM5WUMQGSBDRUXY}

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	2026-07-05T08:21:54.968363Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9d20ca0d5b99d4a676d4640d208e34be267c3353be947f51efcaaf058cd3b53f

Aliases

arxiv: 2405.09584 · arxiv_version: 2405.09584v2 · doi: 10.48550/arxiv.2405.09584 · pith_short_12: TUQMUDK3THKK · pith_short_16: TUQMUDK3THKKM5WU · pith_short_8: TUQMUDK3

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/TUQMUDK3THKKM5WUMQGSBDRUXY \
  | 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: 9d20ca0d5b99d4a676d4640d208e34be267c3353be947f51efcaaf058cd3b53f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "734658439d5e9c10975403bcbd617ce17c0a7ffe7a9be450a84c178de984b673",
    "cross_cats_sorted": [
      "cs.LG",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2024-05-15T05:33:49Z",
    "title_canon_sha256": "5b52e3c1acd206b9aafdb6b1bb6523db2927178bccc8d9fc91dad58e4cd98967"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2405.09584",
    "kind": "arxiv",
    "version": 2
  }
}