Pith Number

pith:QHH4A43R

pith:2025:QHH4A43R3BZH4OSN4D5JLBVTOF

not attested not anchored not stored refs pending

Rethinking RL Evaluation: Can Benchmarks Truly Reveal Failures of RL Methods?

Cho-Jui Hsieh, Hengguang Zhou, Yiming Zhang, Yining Sun, Zenghui Ding, Zihan Chen

arxiv:2510.10541 v2 · 2025-10-12 · 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{QHH4A43R3BZH4OSN4D5JLBVTOF}

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	2026-06-02T01:03:35.240589Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81cfc07371d8727e3a4de0fa9586b37154f59100cc1d98057bf93f6c046ce343

Aliases

arxiv: 2510.10541 · arxiv_version: 2510.10541v2 · doi: 10.48550/arxiv.2510.10541 · pith_short_12: QHH4A43R3BZH · pith_short_16: QHH4A43R3BZH4OSN · pith_short_8: QHH4A43R

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/QHH4A43R3BZH4OSN4D5JLBVTOF \
  | 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: 81cfc07371d8727e3a4de0fa9586b37154f59100cc1d98057bf93f6c046ce343

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "18d452a73c0b4b8f0bee30c58e0db35a847eed5f5393af5809e83a26d1890dcb",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-10-12T10:49:57Z",
    "title_canon_sha256": "8ee32390d7adeea83e068a59b7d871dea70ddae4febcdf1bbf6b0a3e6b39022c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.10541",
    "kind": "arxiv",
    "version": 2
  }
}