The reviewed record of science sign in
Pith
Pith Number

pith:G7PQ5PA3

pith:2021:G7PQ5PA3BSPWZMT5K55TMCDFYP
not attested not anchored not stored refs pending

Solving the Real Robot Challenge using Deep Reinforcement Learning

David Cordova Bulens, Francisco Roldan Sanchez, Kevin McGuinness, Noel O'Connor, Qiang Wang, Robert McCarthy, Stephen J. Redmond

arxiv:2109.15233 v3 · 2021-09-30 · cs.RO · cs.LG

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\usepackage{pith}
\pithnumber{G7PQ5PA3BSPWZMT5K55TMCDFYP}

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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 2026-07-05T04:35:09.429824Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

37df0ebc1b0c9f6cb27d577b360865c3f9efc39b391ec667bd7bc8460d199637

Aliases

arxiv: 2109.15233 · arxiv_version: 2109.15233v3 · doi: 10.48550/arxiv.2109.15233 · pith_short_12: G7PQ5PA3BSPW · pith_short_16: G7PQ5PA3BSPWZMT5 · pith_short_8: G7PQ5PA3
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/G7PQ5PA3BSPWZMT5K55TMCDFYP \
  | 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: 37df0ebc1b0c9f6cb27d577b360865c3f9efc39b391ec667bd7bc8460d199637
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "aedd924d54703596891967c31310a4c9adb20079f22e66c313f8638018dc9076",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.RO",
    "submitted_at": "2021-09-30T16:12:17Z",
    "title_canon_sha256": "74157e6b65562a99acb189fe1b5d82534e6ce9856460dfd8e792e3af8d06b956"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2109.15233",
    "kind": "arxiv",
    "version": 3
  }
}