Pith Number

pith:F4YQDNY3

pith:2025:F4YQDNY3WDYU6D32Q7D3PI7EZA

not attested not anchored not stored refs pending

Encouraging Good Processes Without the Need for Good Answers: Reinforcement Learning for LLM Agent Planning

Wenqing Wang, Yong Hu, Zhiwei Li

arxiv:2508.19598 v1 · 2025-08-27 · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{F4YQDNY3WDYU6D32Q7D3PI7EZA}

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

5 papers in Pith

RLVP: Penalize the Path, Reward the Outcome

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

The Landscape of Agentic Reinforcement Learning for LLMs: A Survey

A Survey of Reinforcement Learning for Large Reasoning Models

ROSE: Rollout On Serving GPUs via Cooperative Elasticity for Agentic RL

Receipt and verification

First computed	2026-07-05T12:00:14.782120Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2f3101b71bb0f14f0f7a87c7b7a3e4c830bd38cdc37d2b1dc4fcfbd7acf0c77f

Aliases

arxiv: 2508.19598 · arxiv_version: 2508.19598v1 · doi: 10.48550/arxiv.2508.19598 · pith_short_12: F4YQDNY3WDYU · pith_short_16: F4YQDNY3WDYU6D32 · pith_short_8: F4YQDNY3

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/F4YQDNY3WDYU6D32Q7D3PI7EZA \
  | 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: 2f3101b71bb0f14f0f7a87c7b7a3e4c830bd38cdc37d2b1dc4fcfbd7acf0c77f

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "fb2610e1143e53dc7035b94ee9e1cf93f340dda4df32e3a24c1b162c5c463ec5",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-08-27T06:19:50Z",
    "title_canon_sha256": "81c6b9f878625f5f731d5e5e630c72a5ed4ff64d1074a30ced0368358f264e18"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.19598",
    "kind": "arxiv",
    "version": 1
  }
}