Pith Number

pith:WFFV5RGV

pith:2019:WFFV5RGVBV2ITJYG7KHAWO25RF

not attested not anchored not stored refs pending

Benchmarking Bonus-Based Exploration Methods on the Arcade Learning Environment

Aaron Courville, Adrien Ali Ta\"iga, Marc G. Bellemare, Marlos C. Machado, William Fedus

arxiv:1908.02388 v3 · 2019-08-06 · 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{WFFV5RGVBV2ITJYG7KHAWO25RF}

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

Making Efficient Use of Demonstrations to Solve Hard Exploration Problems

Receipt and verification

First computed	2026-07-05T03:17:11.725646Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

b14b5ec4d50d7489a706fa8e0b3b5d895badc4a72a3f12c432999acca2a08e64

Aliases

arxiv: 1908.02388 · arxiv_version: 1908.02388v3 · doi: 10.48550/arxiv.1908.02388 · pith_short_12: WFFV5RGVBV2I · pith_short_16: WFFV5RGVBV2ITJYG · pith_short_8: WFFV5RGV

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/WFFV5RGVBV2ITJYG7KHAWO25RF \
  | 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: b14b5ec4d50d7489a706fa8e0b3b5d895badc4a72a3f12c432999acca2a08e64

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "f3a64e712e0353f6e6d24a74959573b1fb1b7412143eb4252a5b1ed97ae0f6c3",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2019-08-06T22:36:35Z",
    "title_canon_sha256": "8b8f55d828d9b9454972d12a47a6c0460f3c8a982a07f1b68500fadb9391c1ff"
  },
  "schema_version": "1.0",
  "source": {
    "id": "1908.02388",
    "kind": "arxiv",
    "version": 3
  }
}