Pith Number

pith:JDC3WCA4

pith:2025:JDC3WCA4CAKSJML5K72JKMA6RN

not attested not anchored not stored refs pending

Plan Then Action:High-Level Planning Guidance Reinforcement Learning for LLM Reasoning

Benteng Chen, Chaoda Song, Dinggen Zhang, Qingtao Pan, Qinjian Zhao, Shufei Zhang, Sumon Biswas, Towsif Raiyan, Weida Wang, Yang Ouyang, Zhihao Dou, Zhiqiang Gao, Zhongwei Wan

arxiv:2510.01833 v2 · 2025-10-02 · 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{JDC3WCA4CAKSJML5K72JKMA6RN}

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

PALM: Progress-Aware Policy Learning via Affordance Reasoning for Long-Horizon Robotic Manipulation

Generate, Filter, Control, Replay: A Comprehensive Survey of Rollout Strategies for LLM Reinforcement Learning

Receipt and verification

First computed	2026-05-27T01:04:51.796881Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

48c5bb081c101524b17d57f495301e8b67e5735fb18608f211ff74beddc4466b

Aliases

arxiv: 2510.01833 · arxiv_version: 2510.01833v2 · doi: 10.48550/arxiv.2510.01833 · pith_short_12: JDC3WCA4CAKS · pith_short_16: JDC3WCA4CAKSJML5 · pith_short_8: JDC3WCA4

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/JDC3WCA4CAKSJML5K72JKMA6RN \
  | 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: 48c5bb081c101524b17d57f495301e8b67e5735fb18608f211ff74beddc4466b

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "6d6bada1857a010c54be59310cacc91998f790c783a34d057b3eaf47baef1e3b",
    "cross_cats_sorted": [
      "cs.CL"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-10-02T09:28:13Z",
    "title_canon_sha256": "5b89c03ae0a3d93d57208ec82269fe0ce899634cd42c6e721da6d859c58fb1e3"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2510.01833",
    "kind": "arxiv",
    "version": 2
  }
}