Pith Number

pith:K7JDIDIE

pith:2024:K7JDIDIELNXUD4VM77ZFBCA2ZW

not attested not anchored not stored refs pending

PufferLib: Making Reinforcement Learning Libraries and Environments Play Nice

Joseph Suarez

arxiv:2406.12905 v1 · 2024-06-11 · cs.LG · cs.AI · cs.MA

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{K7JDIDIELNXUD4VM77ZFBCA2ZW}

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

9 papers in Pith

Scaling Self-Play for End-to-End Driving

TerraTransfer: Learning End-to-End Driving Policies Without Expert Demonstrations

Human-like autonomy emerges from self-play and a pinch of human data

CoPark: Learning Reactive Parking via Self-Play

Automatic Generation of High-Performance RL Environments

Receipt and verification

First computed	2026-07-05T08:33:53.158572Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

57d2340d045b6f41f2acfff250881acdb8ebd65be2647da57a23e5675325d462

Aliases

arxiv: 2406.12905 · arxiv_version: 2406.12905v1 · doi: 10.48550/arxiv.2406.12905 · pith_short_12: K7JDIDIELNXU · pith_short_16: K7JDIDIELNXUD4VM · pith_short_8: K7JDIDIE

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/K7JDIDIELNXUD4VM77ZFBCA2ZW \
  | 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: 57d2340d045b6f41f2acfff250881acdb8ebd65be2647da57a23e5675325d462

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "85e9942cf3aee003137e2f70ce58eb79dfde86ced5e6d5858d326c302d34dce4",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.MA"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-06-11T21:13:34Z",
    "title_canon_sha256": "73ac831b103b6f95a44c4f2ec736bc2a31f5a955cf6b5e4265bb97264aa6c464"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2406.12905",
    "kind": "arxiv",
    "version": 1
  }
}