Pith Number

pith:RGV6GGTR

pith:2018:RGV6GGTR5VZXHVHJ44K6WX5RAH

not attested not anchored not stored refs pending

Fast Policy Learning through Imitation and Reinforcement

Byron Boots, Ching-An Cheng, Nolan Wagener, Xinyan Yan

arxiv:1805.10413 v1 · 2018-05-26 · cs.LG · 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{RGV6GGTR5VZXHVHJ44K6WX5RAH}

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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

2 papers in Pith

Leveraging Experience in Lazy Search

Fine-tuning is Not Enough: A Parallel Framework for Collaborative Imitation and Reinforcement Learning in End-to-end Autonomous Driving

Receipt and verification

First computed	2026-05-18T00:14:52.586721Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

89abe31a71ed7373d4e9e715eb5fb101dbef6656146d1c01c8810fd211c54806

Aliases

arxiv: 1805.10413 · arxiv_version: 1805.10413v1 · doi: 10.48550/arxiv.1805.10413 · pith_short_12: RGV6GGTR5VZX · pith_short_16: RGV6GGTR5VZXHVHJ · pith_short_8: RGV6GGTR

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/RGV6GGTR5VZXHVHJ44K6WX5RAH \
  | 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: 89abe31a71ed7373d4e9e715eb5fb101dbef6656146d1c01c8810fd211c54806

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "5116c06369804a10314e1eae5e52daf804590b56e489ed98260646ced349b4d8",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-05-26T02:18:01Z",
    "title_canon_sha256": "88ccbeaf5c930dfb3913c82a110ded64fcc5831afc6d764f965606bd9adcaadf"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1805.10413",
    "kind": "arxiv",
    "version": 1
  }
}