Pith Number

pith:VOI3K5KN

pith:2024:VOI3K5KN5PJYBI42VRLLOP2IFR

not attested not anchored not stored refs pending

Percentile Criterion Optimization in Offline Reinforcement Learning

Cyrus Cousins, Elita A. Lobo, Marek Petrik, Yair Zick

arxiv:2404.05055 v1 · 2024-04-07 · cs.LG · cs.AI

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VOI3K5KN5PJYBI42VRLLOP2IFR}

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	2026-07-05T08:05:25.452422Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ab91b5754debd380a39aac56b73f482c5def125e9de132772ed50d885fe6116b

Aliases

arxiv: 2404.05055 · arxiv_version: 2404.05055v1 · doi: 10.48550/arxiv.2404.05055 · pith_short_12: VOI3K5KN5PJY · pith_short_16: VOI3K5KN5PJYBI42 · pith_short_8: VOI3K5KN

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/VOI3K5KN5PJYBI42VRLLOP2IFR \
  | 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: ab91b5754debd380a39aac56b73f482c5def125e9de132772ed50d885fe6116b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c9e2e3f76ce055ab78d84e34c7e7cbd16bf095160cf147d79275dd84ffa62c54",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-04-07T19:29:09Z",
    "title_canon_sha256": "98594d282672c8ca7f242e85b31a5aaf62a67c61fb9d50abd4447d0c92a7207e"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2404.05055",
    "kind": "arxiv",
    "version": 1
  }
}