Pith Number

pith:VUM6XX3C

pith:2025:VUM6XX3CSVZ5NASPUPQO5TLHKU

not attested not anchored not stored refs pending

Response-Level Rewards Are All You Need for Online Reinforcement Learning in LLMs: A Mathematical Perspective

Hui Wei, Shenghua He, Tian Xia, Xuan Zhou

arxiv:2506.02553 v1 · 2025-06-03 · cs.LG · cs.AI · cs.CL

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{VUM6XX3CSVZ5NASPUPQO5TLHKU}

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

Towards Reasoning Era: A Survey of Long Chain-of-Thought for Reasoning Large Language Models

Relative Score Policy Optimization for Diffusion Language Models

Receipt and verification

First computed	2026-07-05T11:15:03.941956Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ad19ebdf629573d6824fa3e0eecd67550ef180bfe9168dd526178e1a1c1b2345

Aliases

arxiv: 2506.02553 · arxiv_version: 2506.02553v1 · doi: 10.48550/arxiv.2506.02553 · pith_short_12: VUM6XX3CSVZ5 · pith_short_16: VUM6XX3CSVZ5NASP · pith_short_8: VUM6XX3C

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/VUM6XX3CSVZ5NASPUPQO5TLHKU \
  | 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: ad19ebdf629573d6824fa3e0eecd67550ef180bfe9168dd526178e1a1c1b2345

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "50f6b7bed4f63312b3378a6dd85b3ce2b02f601ed0f782fa1eac3a4a534bb22c",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-06-03T07:44:31Z",
    "title_canon_sha256": "3bd4042b580615d0e709b6ca4fbd4c1d9ca0b79662c4470641071cb80e0ce827"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2506.02553",
    "kind": "arxiv",
    "version": 1
  }
}