Pith Number

pith:VLNH5BRT

pith:2019:VLNH5BRT7YTKU34FWZUYAZVPLZ

not attested not anchored not stored refs pending

Model Imitation for Model-Based Reinforcement Learning

Hao Su, Peter J. Ramadge, Ting-Han Fan, Yueh-Hua Wu

arxiv:1909.11821 v3 · 2019-09-25 · cs.LG · cs.AI · 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{VLNH5BRT7YTKU34FWZUYAZVPLZ}

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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

1 paper in Pith

D4W: Dependable Data-Driven Dynamics for Wheeled Robots

Receipt and verification

First computed	2026-07-05T00:47:59.186881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

aada7e8633fe26aa6f85b6698066af5e76cc917051bff844899fcd7ee9677935

Aliases

arxiv: 1909.11821 · arxiv_version: 1909.11821v3 · doi: 10.48550/arxiv.1909.11821 · pith_short_12: VLNH5BRT7YTK · pith_short_16: VLNH5BRT7YTKU34F · pith_short_8: VLNH5BRT

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/VLNH5BRT7YTKU34FWZUYAZVPLZ \
  | 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: aada7e8633fe26aa6f85b6698066af5e76cc917051bff844899fcd7ee9677935

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b8b2bf4967c2906c5b8ad3257a779393d0433ffd74ce95c75e355710352db385",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-09-25T23:52:30Z",
    "title_canon_sha256": "4bcc137cb070b423c20b38f1e49172b29ba4d970e9b40bfe9b07e5e3fec808b7"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1909.11821",
    "kind": "arxiv",
    "version": 3
  }
}