Pith Number

pith:BWLFEWNE

pith:2026:BWLFEWNEYR6NXIFXPZZ2PI73DT

not attested not anchored not stored refs pending

Reinforcement Learning in the Real World: A Survey of Statistical Challenges and Future Directions

Asim H. Gazi, Daiqi Gao, Kelly W. Zhang, Susan A. Murphy, Yongyi Guo, Ziping Xu

arxiv:2601.15353 v2 · 2026-01-21 · stat.AP · cs.LG · 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{BWLFEWNEYR6NXIFXPZZ2PI73DT}

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.

Cited by

2 papers in Pith

Kernelized Advantage Estimation: From Nonparametric Statistics to LLM Reasoning

Receipt and verification

First computed	2026-07-14T01:20:51.966500Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d965259a4c47cdba0b77e73a7a3fb1ce05a786b39a4acca7223ead781d5f17b

Aliases

arxiv: 2601.15353 · arxiv_version: 2601.15353v2 · doi: 10.48550/arxiv.2601.15353 · pith_short_12: BWLFEWNEYR6N · pith_short_16: BWLFEWNEYR6NXIFX · pith_short_8: BWLFEWNE

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/BWLFEWNEYR6NXIFXPZZ2PI73DT \
  | 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: 0d965259a4c47cdba0b77e73a7a3fb1ce05a786b39a4acca7223ead781d5f17b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "1e0494f1beb113f9493aaf623c7554043d25e9ac6390792acbbfc838dc676e38",
    "cross_cats_sorted": [
      "cs.LG",
      "stat.ML"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.AP",
    "submitted_at": "2026-01-21T04:58:49Z",
    "title_canon_sha256": "583da690c92e2b1ad74aada1c43a33f998265c7efb96df3cd46e1ceafedbdb4d"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2601.15353",
    "kind": "arxiv",
    "version": 2
  }
}