Pith Number

pith:GJ4MXN4L

pith:2019:GJ4MXN4LYWDTNO2BVOXYL2APKQ

not attested not anchored not stored refs pending

Accelerating Reinforcement Learning through GPU Atari Emulation

Iuri Frosio, Michael Garland, Steven Dalton

arxiv:1907.08467 v2 · 2019-07-19 · 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{GJ4MXN4LYWDTNO2BVOXYL2APKQ}

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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

A Differentiable Atari VCS:A Complex, Fully Known Ground Truth for Explainable AI

Gymnasium: A Standard Interface for Reinforcement Learning Environments

Receipt and verification

First computed	2026-07-05T01:40:20.932123Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

3278cbb78bc58736bb41abaf85e80f542b86394f8a9b950429ddb143e4f306d6

Aliases

arxiv: 1907.08467 · arxiv_version: 1907.08467v2 · doi: 10.48550/arxiv.1907.08467 · pith_short_12: GJ4MXN4LYWDT · pith_short_16: GJ4MXN4LYWDTNO2B · pith_short_8: GJ4MXN4L

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/GJ4MXN4LYWDTNO2BVOXYL2APKQ \
  | 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: 3278cbb78bc58736bb41abaf85e80f542b86394f8a9b950429ddb143e4f306d6

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "af95b77666ed26f224b5ff72613e9d773ec4c7fcd7d420b82749506fc0dbdd93",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-07-19T11:36:10Z",
    "title_canon_sha256": "cfb693824a661cc2ae168e578f368fb541d3f9255be563a9046f586f5d0d715c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1907.08467",
    "kind": "arxiv",
    "version": 2
  }
}