Pith Number

pith:7HYUXWVS

pith:2025:7HYUXWVS37TLBJKEEYILH4DKPH

not attested not anchored not stored refs pending

Selective Expert Guidance for Effective and Diverse Exploration in Reinforcement Learning of LLMs

Fei Yu, Jiaqing Liang, Jinyi Han, Shuguang Ma, Sihang Jiang, Tingyun Li, Xinyi Wang, Yanghua Xiao, Zhaoqian Dai, Zishang Jiang

arxiv:2510.04140 v2 · 2025-10-05 · 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{7HYUXWVS37TLBJKEEYILH4DKPH}

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

1 paper in Pith

Experience Augmented Policy Optimization for LLM Reasoning

Receipt and verification

First computed	2026-07-02T01:17:24.713164Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f9f14bdab2dfe6b0a5442610b3f06a79c8107941b4f69f4eaa2a26e63cda3e46

Aliases

arxiv: 2510.04140 · arxiv_version: 2510.04140v2 · doi: 10.48550/arxiv.2510.04140 · pith_short_12: 7HYUXWVS37TL · pith_short_16: 7HYUXWVS37TLBJKE · pith_short_8: 7HYUXWVS

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/7HYUXWVS37TLBJKEEYILH4DKPH \
  | 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: f9f14bdab2dfe6b0a5442610b3f06a79c8107941b4f69f4eaa2a26e63cda3e46

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "c88a16f5483942b4670de469cb3b187decebad3e69f8bff777ef8ff9408c8fdb",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-05T10:38:55Z",
    "title_canon_sha256": "e24415cf337e2ac4972be96fedd0e966aa6ea63c9a81a144369486224869187f"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.04140",
    "kind": "arxiv",
    "version": 2
  }
}