Pith Number

pith:BWCXFO5G

pith:2025:BWCXFO5GNG6AXSFCK6YVSDNQG2

not attested not anchored not stored refs pending

GHPO: Adaptive Guidance for Stable and Efficient LLM Reinforcement Learning

Cheng Gong, Dandan Tu, Qingfu Zhang, Ran Chen, Rui Liu, Shoubo Hu, Suiyun Zhang, Xinyu Fu, Yaofang Liu, Ziru Liu

arxiv:2507.10628 v2 · 2025-07-14 · 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{BWCXFO5GNG6AXSFCK6YVSDNQG2}

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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

12 papers in Pith

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LANG: Reinforcement Learning for Multilingual Reasoning with Language-Adaptive Hint Guidance

Receipt and verification

First computed	2026-07-05T11:38:09.649964Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

0d8572bba669bc0bc8a257b1590db0369bef7b077bf494f6de4448203094df6d

Aliases

arxiv: 2507.10628 · arxiv_version: 2507.10628v2 · doi: 10.48550/arxiv.2507.10628 · pith_short_12: BWCXFO5GNG6A · pith_short_16: BWCXFO5GNG6AXSFC · pith_short_8: BWCXFO5G

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/BWCXFO5GNG6AXSFCK6YVSDNQG2 \
  | 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: 0d8572bba669bc0bc8a257b1590db0369bef7b077bf494f6de4448203094df6d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "2a9a34f39ca0decba791a92f9733d4b9047bc2f6194ba1c13879dfc26979a3f2",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-07-14T08:10:00Z",
    "title_canon_sha256": "fa2bdc12fbf36674e897298b2517d06c69c7195498b60e31be9ebc963c5dffa9"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2507.10628",
    "kind": "arxiv",
    "version": 2
  }
}