Pith. sign in
Pith Number

pith:UIDR6I2H

pith:2021:UIDR6I2HTOTRQQZHFJ75PMUKQT
not attested not anchored not stored refs pending

On Bonus-Based Exploration Methods in the Arcade Learning Environment

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

arxiv:2109.11052 v1 · 2021-09-22 · cs.LG

Add to your LaTeX paper
\usepackage{pith}
\pithnumber{UIDR6I2HTOTRQQZHFJ75PMUKQT}

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.
Receipt and verification
First computed 2026-07-05T03:16:43.094711Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

a2071f23479ba71843272a7fd7b28a84f8256a925aab552c0e2be71e7c63e745

Aliases

arxiv: 2109.11052 · arxiv_version: 2109.11052v1 · doi: 10.48550/arxiv.2109.11052 · pith_short_12: UIDR6I2HTOTR · pith_short_16: UIDR6I2HTOTRQQZH · pith_short_8: UIDR6I2H
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/UIDR6I2HTOTRQQZHFJ75PMUKQT \
  | 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: a2071f23479ba71843272a7fd7b28a84f8256a925aab552c0e2be71e7c63e745
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "c26f0b03b16f99d3ea42f0ba0c92c5de2687cabcaa256aadfeee04b6905183d3",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by-nc-nd/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-09-22T21:54:21Z",
    "title_canon_sha256": "0d6ff218291748a638f5587153a22436ffd563c7a511f4e168d0f232627a7dd3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.11052",
    "kind": "arxiv",
    "version": 1
  }
}