Pith Number

pith:MZFPEAWN

pith:2025:MZFPEAWNPPPVKV6XJDCXVSEYLM

not attested not anchored not stored refs pending

Near-Optimal Sample Complexity for Iterated CVaR Reinforcement Learning with a Generative Model

Shaofeng Zou, Simon Khan, Zilong Deng

arxiv:2503.08934 v3 · 2025-03-11 · 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{MZFPEAWNPPPVKV6XJDCXVSEYLM}

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	2026-07-05T10:37:46.895224Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

664af202cd7bdf5557d748c57ac8985b2cf572ace19297a80aa57cc973763ce3

Aliases

arxiv: 2503.08934 · arxiv_version: 2503.08934v3 · doi: 10.48550/arxiv.2503.08934 · pith_short_12: MZFPEAWNPPPV · pith_short_16: MZFPEAWNPPPVKV6X · pith_short_8: MZFPEAWN

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/MZFPEAWNPPPVKV6XJDCXVSEYLM \
  | 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: 664af202cd7bdf5557d748c57ac8985b2cf572ace19297a80aa57cc973763ce3

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "359f631a3ef5f2d3f83b97a760ff0311202f53425eb4757a358e5dc77a9fe0ef",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-03-11T22:31:03Z",
    "title_canon_sha256": "5c75529989bc54c3bc87a76ced16f8e4e3ede38ef7c61067fabf14d964ee2bb3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2503.08934",
    "kind": "arxiv",
    "version": 3
  }
}