Pith Number

pith:ZZY4LKIR

pith:2025:ZZY4LKIR5QPQ2GJRLVAI65MKEB

not attested not anchored not stored refs pending

Wisdom of the Crowd: Reinforcement Learning from Coevolutionary Collective Feedback

Bo Zhang, Ganqu Cui, Jiacheng Ruan, Lei Bai, Peng Ye, Shengji Tang, Tao Chen, Ting Liu, Weihao Lin, Wenzhen Yuan, Yuzhuo Fu

arxiv:2508.12338 v1 · 2025-08-17 · 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{ZZY4LKIR5QPQ2GJRLVAI65MKEB}

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

6 papers in Pith

Mathematical methods of reinforcement learning

GeoMin: Data-Efficient Semi-Supervised RLVR via Geometric Distribution Modeling

On the Generalization Gap in Self-Evolving Language Model Reasoning

Detecting and Mitigating the Correct-Answer Extinction Window in Test-Time Reinforcement Learning with Majority Voting

What If Consensus Lies? Selective-Complementary Reinforcement Learning at Test Time

Receipt and verification

First computed	2026-07-05T11:55:03.793951Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

ce71c5a911ec1f0d19315d408f758a20464797be24a0c83d85b7108f2644d5a9

Aliases

arxiv: 2508.12338 · arxiv_version: 2508.12338v1 · doi: 10.48550/arxiv.2508.12338 · pith_short_12: ZZY4LKIR5QPQ · pith_short_16: ZZY4LKIR5QPQ2GJR · pith_short_8: ZZY4LKIR

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/ZZY4LKIR5QPQ2GJRLVAI65MKEB \
  | 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: ce71c5a911ec1f0d19315d408f758a20464797be24a0c83d85b7108f2644d5a9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9f1e67db7cef560237ad3f4decb040d4269baa8ea0bd10a584462bcdf66534ae",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-08-17T11:57:34Z",
    "title_canon_sha256": "3f8bd5ea1561417bb6a6131f81855a69450bc30b94756236a82f592ee58666d4"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2508.12338",
    "kind": "arxiv",
    "version": 1
  }
}