Pith Number

pith:X47VNZJ6

pith:2023:X47VNZJ6Q6YEBXWDTKFDKEGGGH

not attested not anchored not stored refs pending

Quasi-optimal Reinforcement Learning with Continuous Actions

Ruoqing Zhu, Wenzhuo Zhou, Yuhan Li

arxiv:2301.08940 v2 · 2023-01-21 · stat.ML · cs.LG · stat.ME

Open paper page JSON Open Graph Bundle Merged state Verified badge What is a Pith Number?

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{X47VNZJ6Q6YEBXWDTKFDKEGGGH}

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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.

Cited by

1 paper in Pith

Where to Intervene: Action Selection in Deep Reinforcement Learning

Receipt and verification

First computed	2026-07-05T06:55:51.592995Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

bf3f56e53e87b040dec39a8a3510c631dab8c140fe5aa6d474eaf45e79f04a88

Aliases

arxiv: 2301.08940 · arxiv_version: 2301.08940v2 · doi: 10.48550/arxiv.2301.08940 · pith_short_12: X47VNZJ6Q6YE · pith_short_16: X47VNZJ6Q6YEBXWD · pith_short_8: X47VNZJ6

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/X47VNZJ6Q6YEBXWDTKFDKEGGGH \
  | 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: bf3f56e53e87b040dec39a8a3510c631dab8c140fe5aa6d474eaf45e79f04a88

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ee7bf82767b3cc301b0026534769755423b6219ed6d06f047b1bae67cc9feed9",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ME"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2023-01-21T11:30:13Z",
    "title_canon_sha256": "ac4287e35b25b657999031d25eaa37541cf132e51befa5ac3ac770e64574b448"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2301.08940",
    "kind": "arxiv",
    "version": 2
  }
}