Pith Number

pith:FMWYV2BB

pith:2024:FMWYV2BB27UBY6YISBHNUDYCN2

not attested not anchored not stored refs pending

Process Supervision-Guided Policy Optimization for Code Generation

Chen Dun, Guanlin Liu, Liang Huang, Lin Yan, Ning Dai, Renjie Zheng, Wenlei Shi, Xing Jin, Zheng Wu, Ziyun Wei

arxiv:2410.17621 v2 · 2024-10-23 · 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{FMWYV2BB27UBY6YISBHNUDYCN2}

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

7 papers in Pith

Extrapolative Weight Averaging Reveals Correctness-Efficiency Frontiers in Code RL

From Failure to Feedback: Group Revision Unlocks Hard Cases in Object-Level Grounding

Rethinking Agentic Reinforcement Learning In Large Language Models

Process Rewards with Learned Reliability

Rethinking Agentic Reinforcement Learning In Large Language Models

Receipt and verification

First computed	2026-07-05T10:09:11.046414Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

2b2d8ae821d7e81c7b08904eda0f026ebccbde5cf4388d471c22a1b51ceaef85

Aliases

arxiv: 2410.17621 · arxiv_version: 2410.17621v2 · doi: 10.48550/arxiv.2410.17621 · pith_short_12: FMWYV2BB27UB · pith_short_16: FMWYV2BB27UBY6YI · pith_short_8: FMWYV2BB

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/FMWYV2BB27UBY6YISBHNUDYCN2 \
  | 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: 2b2d8ae821d7e81c7b08904eda0f026ebccbde5cf4388d471c22a1b51ceaef85

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "e35af8ffb2fcad754c394ffbe7f40e628cefc7002ef3d7df1a9e475c6adf3efd",
    "cross_cats_sorted": [],
    "license": "http://creativecommons.org/licenses/by/4.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2024-10-23T07:22:33Z",
    "title_canon_sha256": "2e767d610b98c4f2bba171a7a2ac1dce359df7605a0ef35a4ecb80834bf11490"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.17621",
    "kind": "arxiv",
    "version": 2
  }
}