Pith Number

pith:TS2PYK7T

pith:2019:TS2PYK7TM7N76TSV5GJEKELYNB

not attested not anchored not stored refs pending

Leveraging Procedural Generation to Benchmark Reinforcement Learning

Christopher Hesse, Jacob Hilton, John Schulman, Karl Cobbe

arxiv:1912.01588 v2 · 2019-12-03 · 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{TS2PYK7TM7N76TSV5GJEKELYNB}

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

6 papers in Pith

Reinforcement Learning Foundation Models Should Already Be A Thing

CLAW: Learning Continuous Latent Action World Models via Adversarial Latent Regularization

Understanding Goal Generalisation in Sequential Reinforcement Learning

Proximal Policy Distillation

Preemptive Solving of Future Problems: Multitask Preplay in Humans and Machines

Receipt and verification

First computed	2026-07-05T01:22:15.210178Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

9cb4fc2bf367dbff4e55e992451178685c0d42b1cc528da61b582b642c7b2b63

Aliases

arxiv: 1912.01588 · arxiv_version: 1912.01588v2 · doi: 10.48550/arxiv.1912.01588 · pith_short_12: TS2PYK7TM7N7 · pith_short_16: TS2PYK7TM7N76TSV · pith_short_8: TS2PYK7T

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/TS2PYK7TM7N76TSV5GJEKELYNB \
  | 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: 9cb4fc2bf367dbff4e55e992451178685c0d42b1cc528da61b582b642c7b2b63

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "306d2164187ff9e37ee58ca4bb7068f375c87616f862f0bd4cf8df82ca0fdaa9",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-12-03T18:34:03Z",
    "title_canon_sha256": "9a5fab83e2ee9e8af843363f8ff5a604154a6c0a9dcc8eaab62fa3059028c040"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1912.01588",
    "kind": "arxiv",
    "version": 2
  }
}