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Pith
Pith Number

pith:EQUZ34NJ

pith:2021:EQUZ34NJ5P4SDEJ644DP7NWVDM
not attested not anchored not stored refs pending

Towards Automatic Actor-Critic Solutions to Continuous Control

Jake Grigsby, Jin Yong Yoo, Yanjun Qi

arxiv:2106.08918 v2 · 2021-06-16 · cs.LG · cs.NE · cs.SY · eess.SY

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\usepackage{pith}
\pithnumber{EQUZ34NJ5P4SDEJ644DP7NWVDM}

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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 2026-07-05T03:24:57.760547Z
Builder pith-number-builder-2026-05-17-v1
Signature Pith Ed25519 (pith-v1-2026-05) · public key
Schema pith-number/v1.0

Canonical hash

24299df1a9ebf921913ee706ffb6d51b1887f569c02e25bdac442edafd2ae102

Aliases

arxiv: 2106.08918 · arxiv_version: 2106.08918v2 · doi: 10.48550/arxiv.2106.08918 · pith_short_12: EQUZ34NJ5P4S · pith_short_16: EQUZ34NJ5P4SDEJ6 · pith_short_8: EQUZ34NJ
Agent API
Verify this Pith Number yourself
curl -sH 'Accept: application/ld+json' https://pith.science/pith/EQUZ34NJ5P4SDEJ644DP7NWVDM \
  | 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: 24299df1a9ebf921913ee706ffb6d51b1887f569c02e25bdac442edafd2ae102
Canonical record JSON
{
  "metadata": {
    "abstract_canon_sha256": "7cc0a92debf00f5cbd66bf4694111f2ec3fca74a593d33ac62f7083cd1a02998",
    "cross_cats_sorted": [
      "cs.NE",
      "cs.SY",
      "eess.SY"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2021-06-16T16:18:20Z",
    "title_canon_sha256": "0386bd3cc5776f67afb8e41967afa81dfc4bb03c6df2309812cb0f1f4099fc5e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2106.08918",
    "kind": "arxiv",
    "version": 2
  }
}