Pith Number

pith:ROWWPTL3

pith:2017:ROWWPTL3XVO6AO37RKJPUUGDRZ

not attested not anchored not stored refs pending

A Multi-Armed Bandit Approach for Online Expert Selection in Markov Decision Processes

Claire Tomlin, Eric Mazumdar, Roy Dong, S. Shankar Sastry, Vicen\c{c} R\'ubies Royo

arxiv:1707.05714 v1 · 2017-07-18 · cs.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{ROWWPTL3XVO6AO37RKJPUUGDRZ}

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	2026-05-18T00:40:01.643240Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

8bad67cd7bbd5de03b7f8a92fa50c38e669cacf01b36211ddf731b068a5d128c

Aliases

arxiv: 1707.05714 · arxiv_version: 1707.05714v1 · doi: 10.48550/arxiv.1707.05714 · pith_short_12: ROWWPTL3XVO6 · pith_short_16: ROWWPTL3XVO6AO37 · pith_short_8: ROWWPTL3

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/ROWWPTL3XVO6AO37RKJPUUGDRZ \
  | 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: 8bad67cd7bbd5de03b7f8a92fa50c38e669cacf01b36211ddf731b068a5d128c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "0124a7c97a9d08add61be8b78421841be222d44f5adf2db409bb66927f237adb",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.SY",
    "submitted_at": "2017-07-18T15:58:10Z",
    "title_canon_sha256": "36e5c4a323b5d864f4fb5295e6e9715997949da04f1e985c5ba08bfa937f8ad7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1707.05714",
    "kind": "arxiv",
    "version": 1
  }
}