Pith Number

pith:2ULUYJ4L

pith:2025:2ULUYJ4L2OUXGNCMBXPPM7FQ77

not attested not anchored not stored refs pending

Variance-Aware Baselines and Adaptive Learning Rates for Reinforcement Learning with Verifiable Rewards

Jiayi Sheng, Zeyu Zheng, Zixun Huang

arxiv:2511.23310 v3 · 2025-11-28 · stat.ML · 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{2ULUYJ4L2OUXGNCMBXPPM7FQ77}

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	2026-07-31T01:32:58.372713Z
Builder	pith-number-builder-2026-05-17-v1
Signature	unsigned_v0
Schema	pith-number/v1.0

Canonical hash

d5174c278bd3a973344c0ddef67cb0ffd0dd6254e334490d67a86b0152f875de

Aliases

arxiv: 2511.23310 · arxiv_version: 2511.23310v3 · doi: 10.48550/arxiv.2511.23310 · pith_short_12: 2ULUYJ4L2OUX · pith_short_16: 2ULUYJ4L2OUXGNCM · pith_short_8: 2ULUYJ4L

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/2ULUYJ4L2OUXGNCMBXPPM7FQ77 \
  | 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: d5174c278bd3a973344c0ddef67cb0ffd0dd6254e334490d67a86b0152f875de

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4103cda885aa7d0a22d03ea5b344c63f3a9484e0edc70e709242153dfdaef292",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "stat.ML",
    "submitted_at": "2025-11-28T16:09:28Z",
    "title_canon_sha256": "e05f3828ccfec2296d93c5a2675e1a06382430fd4bf83d1421d322a91158103f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2511.23310",
    "kind": "arxiv",
    "version": 3
  }
}