Pith Number

pith:TQMRDSKZ

pith:2023:TQMRDSKZ5X2X3NS3QELMGC2W6C

not attested not anchored not stored refs pending

Optimal Exploration for Model-Based RL in Nonlinear Systems

Andrew Wagenmaker, Guanya Shi, Kevin Jamieson

arxiv:2306.09210 v1 · 2023-06-15 · cs.LG · cs.RO · cs.SY · eess.SY · math.OC · 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{TQMRDSKZ5X2X3NS3QELMGC2W6C}

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	2026-07-05T06:21:09.764599Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9c1911c959edf57db65b8116c30b56f088e2dca4e2e0d129e5f57babe2a15a1d

Aliases

arxiv: 2306.09210 · arxiv_version: 2306.09210v1 · doi: 10.48550/arxiv.2306.09210 · pith_short_12: TQMRDSKZ5X2X · pith_short_16: TQMRDSKZ5X2X3NS3 · pith_short_8: TQMRDSKZ

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/TQMRDSKZ5X2X3NS3QELMGC2W6C \
  | 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: 9c1911c959edf57db65b8116c30b56f088e2dca4e2e0d129e5f57babe2a15a1d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "92b62b371f6a928bffd5cd1bbd04dac302bf4bc2ae83da7ff6faec1a9a3e2239",
    "cross_cats_sorted": [
      "cs.RO",
      "cs.SY",
      "eess.SY",
      "math.OC",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-15T15:47:50Z",
    "title_canon_sha256": "546e5b9acfc4e3dddb09034f790636453e62b6770e1a3667f0c35ca393749469"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.09210",
    "kind": "arxiv",
    "version": 1
  }
}