Pith Number

pith:NYLSU57A

pith:2023:NYLSU57A7W2LAPVTCFXHNXMTZU

not attested not anchored not stored refs pending

LESSON: Learning to Integrate Exploration Strategies for Reinforcement Learning via an Option Framework

Jeonghye Kim, Woojun Kim, Youngchul Sung

arxiv:2310.03342 v2 · 2023-10-05 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{NYLSU57A7W2LAPVTCFXHNXMTZU}

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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

Delay-Empowered Causal Hierarchical Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:04:29.676818Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

6e172a77e0fdb4b03eb3116e76dd93cd36d317238dff83f1b923805c518719b9

Aliases

arxiv: 2310.03342 · arxiv_version: 2310.03342v2 · doi: 10.48550/arxiv.2310.03342 · pith_short_12: NYLSU57A7W2L · pith_short_16: NYLSU57A7W2LAPVT · pith_short_8: NYLSU57A

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/NYLSU57A7W2LAPVTCFXHNXMTZU \
  | 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: 6e172a77e0fdb4b03eb3116e76dd93cd36d317238dff83f1b923805c518719b9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "d8c8e5117cdff62c6fb75221e2776f0ca7ae6121c16a839f3b36b989ff7c96e3",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-10-05T06:49:52Z",
    "title_canon_sha256": "74c62cd9e68780ddaa3c9f9442109f4fc5f73c4fc5d268f34afda79ff4fe68cc"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2310.03342",
    "kind": "arxiv",
    "version": 2
  }
}