Pith Number

pith:7BIMGNMH

pith:2018:7BIMGNMH6PDMKL75B7YM3RGCYP

not attested not anchored not stored refs pending

Illuminating Generalization in Deep Reinforcement Learning through Procedural Level Generation

Ahmed Khalifa, Julian Togelius, Niels Justesen, Philip Bontrager, Ruben Rodriguez Torrado, Sebastian Risi

arxiv:1806.10729 v5 · 2018-06-28 · cs.LG · cs.AI · 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{7BIMGNMH6PDMKL75B7YM3RGCYP}

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

4 papers in Pith

Procedural Generation of Initial States of Sokoban

Randomized Advantage Transformation (RAT): Computing Natural Policy Gradients via Direct Backpropagation

On the Measure of Intelligence

The Rise and Potential of Large Language Model Based Agents: A Survey

Receipt and verification

First computed	2026-05-17T23:59:38.625183Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f850c33587f3c6c52ffd0ff0cdc4c2c3edb3aaf5c76af0c31a54765e29173834

Aliases

arxiv: 1806.10729 · arxiv_version: 1806.10729v5 · doi: 10.48550/arxiv.1806.10729 · pith_short_12: 7BIMGNMH6PDM · pith_short_16: 7BIMGNMH6PDMKL75 · pith_short_8: 7BIMGNMH

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/7BIMGNMH6PDMKL75B7YM3RGCYP \
  | 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: f850c33587f3c6c52ffd0ff0cdc4c2c3edb3aaf5c76af0c31a54765e29173834

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "791b05255c4de7cf675b1a0006d0c96ba4f88c5a5ee0dd5d47017411463753d1",
    "cross_cats_sorted": [
      "cs.AI",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2018-06-28T01:16:11Z",
    "title_canon_sha256": "9843b21eb3500d780249a9f679f4f4372c9959c237079643d97b958e409eb082"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1806.10729",
    "kind": "arxiv",
    "version": 5
  }
}