Pith Number

pith:MNVGPIK2

pith:2023:MNVGPIK2M4XLJ7GOTYPB6TSRE2

not attested not anchored not stored refs pending

Near-optimal Conservative Exploration in Reinforcement Learning under Episode-wise Constraints

Cong Shen, Donghao Li, Jing Yang, Ruiquan Huang

arxiv:2306.06265 v1 · 2023-06-09 · cs.LG · cs.IT · math.IT · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{MNVGPIK2M4XLJ7GOTYPB6TSRE2}

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	2026-07-05T06:20:00.897638Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

636a67a15a672eb4fcce9e1e1f4e51268f52a86522fc0d5803ae7228303cf732

Aliases

arxiv: 2306.06265 · arxiv_version: 2306.06265v1 · doi: 10.48550/arxiv.2306.06265 · pith_short_12: MNVGPIK2M4XL · pith_short_16: MNVGPIK2M4XLJ7GO · pith_short_8: MNVGPIK2

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/MNVGPIK2M4XLJ7GOTYPB6TSRE2 \
  | 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: 636a67a15a672eb4fcce9e1e1f4e51268f52a86522fc0d5803ae7228303cf732

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "38648b238bd12c29e3e984db92f260916cc96af51cb427ab9a88da9948e480ea",
    "cross_cats_sorted": [
      "cs.IT",
      "math.IT",
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2023-06-09T21:26:57Z",
    "title_canon_sha256": "53f87c2ea33825399707ada1a5a3a6676b73c3f32257bf337c26a2a215504753"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2306.06265",
    "kind": "arxiv",
    "version": 1
  }
}