Pith Number

pith:CNBJEBWD

pith:2025:CNBJEBWDOTPYWKMZHCH7342REZ

not attested not anchored not stored refs pending

DGRO: Enhancing LLM Reasoning via Exploration-Exploitation Control and Reward Variance Management

Liya Guo, Xuerui Su, Yi Zhu, Yue Wang, Yuting Liu, Zhiming Ma, Zun Wang

arxiv:2505.12951 v1 · 2025-05-19 · 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{CNBJEBWDOTPYWKMZHCH7342REZ}

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	2026-07-05T11:05:12.460343Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

13429206c374df8b2999388ffdf351265b1ec65b1dfb9947aa4567028fbc6a7d

Aliases

arxiv: 2505.12951 · arxiv_version: 2505.12951v1 · doi: 10.48550/arxiv.2505.12951 · pith_short_12: CNBJEBWDOTPY · pith_short_16: CNBJEBWDOTPYWKMZ · pith_short_8: CNBJEBWD

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/CNBJEBWDOTPYWKMZHCH7342REZ \
  | 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: 13429206c374df8b2999388ffdf351265b1ec65b1dfb9947aa4567028fbc6a7d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "ae1f4f81ff3c7b4565c9476929a47461f47fef4227fb9b67e48b521972d0d21c",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-05-19T10:44:49Z",
    "title_canon_sha256": "e914683c59e5b35ebaac46db24e43828bb1f44a23fa11eabe8de21239dcea4e8"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2505.12951",
    "kind": "arxiv",
    "version": 1
  }
}