Pith Number

pith:QGWRCRHC

pith:2025:QGWRCRHCKKPRP6GCVGWNZZVYPO

not attested not anchored not stored refs pending

Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Anurag Beniwal, Chenlu Ye, Hao Chen, Jing Huang, Narayanan Sadagopan, Tong Zhang, Zhou Yu, Ziji Zhang

arxiv:2509.03403 v2 · 2025-09-03 · cs.LG · cs.AI

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Add to your LaTeX paper

\usepackage{pith}
\pithnumber{QGWRCRHCKKPRP6GCVGWNZZVYPO}

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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

6 papers in Pith

HiPRAG: Hierarchical Process Rewards for Efficient Agentic Retrieval Augmented Generation

LLM Reasoning with Process Rewards for Outcome-Guided Steps

DGPO: Distribution Guided Policy Optimization for Fine Grained Credit Assignment

PubSwap: Public-Data Off-Policy Coordination for Federated RLVR

DGPO: Distribution Guided Policy Optimization for Fine Grained Credit Assignment

Receipt and verification

First computed	2026-05-20T00:02:06.242384Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

81ad1144e2529f17f8c2a9acdce6b87b80e06d6aa80317414561fd711392174c

Aliases

arxiv: 2509.03403 · arxiv_version: 2509.03403v2 · doi: 10.48550/arxiv.2509.03403 · pith_short_12: QGWRCRHCKKPR · pith_short_16: QGWRCRHCKKPRP6GC · pith_short_8: QGWRCRHC

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/QGWRCRHCKKPRP6GCVGWNZZVYPO \
  | 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: 81ad1144e2529f17f8c2a9acdce6b87b80e06d6aa80317414561fd711392174c

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "751377cef871023c7c86fa96e27b4294b5835e5fb19bc99fecd0e80c814ad9f6",
    "cross_cats_sorted": [
      "cs.AI"
    ],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2025-09-03T15:28:51Z",
    "title_canon_sha256": "79857f4a8e61316b6ce91350f90e3b5c94f1f56f94fa260e9593d0cca26d72b5"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2509.03403",
    "kind": "arxiv",
    "version": 2
  }
}