Pith Number

pith:Z3M5KSI2

pith:2021:Z3M5KSI2GVDFCTIXF2Q7RZJ4VU

not attested not anchored not stored refs pending

Measuring Sample Efficiency and Generalization in Reinforcement Learning Benchmarks: NeurIPS 2020 Procgen Benchmark

Adrien Gaidon, Andrey Kolobov, Blake Wulfe, Christopher Hesse, Dipam Chakraborty, Gra\v{z}vydas \v{S}emetulskis, Jacob Hilton, Jo\~ao Schapke, John Schulman, Jonas Kubilius, Jurgis Pa\v{s}ukonis, Jyotish Poonganam, Karl Cobbe, Linas Klimas, Matthew Hausknecht, Patrick MacAlpine, Quang Nhat Tran, Sahika Genc, Sharada Mohanty, Thomas Tumiel, William Hebgen Guss, Xiaocheng Tang, Xinwei Chen

arxiv:2103.15332 v1 · 2021-03-29 · cs.LG · cs.AI

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{Z3M5KSI2GVDFCTIXF2Q7RZJ4VU}

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.

Cited by

1 paper in Pith

Transformer-Enhanced Reinforcement Learning: Fundamentals and Applications in Communication Networks

Receipt and verification

First computed	2026-07-05T02:27:05.000902Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ced9d5491a3546514d172ea1f8e53cad1365330ee9c1f8f716b2dd404aee1dd8

Aliases

arxiv: 2103.15332 · arxiv_version: 2103.15332v1 · doi: 10.48550/arxiv.2103.15332 · pith_short_12: Z3M5KSI2GVDF · pith_short_16: Z3M5KSI2GVDFCTIX · pith_short_8: Z3M5KSI2

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/Z3M5KSI2GVDFCTIXF2Q7RZJ4VU \
  | 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: ced9d5491a3546514d172ea1f8e53cad1365330ee9c1f8f716b2dd404aee1dd8

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "a903da580f13e0ebe03d99ab36e11d30d0e2a4ae63d92ae6fce27a11707a88f6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-03-29T05:00:14Z",
    "title_canon_sha256": "14e6494f1486f4b6975961d91cdf667feae44b13f78548aa385e963fd5189e5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2103.15332",
    "kind": "arxiv",
    "version": 1
  }
}