Pith Number

pith:MKZNU3KL

pith:2024:MKZNU3KLLEHJF3KRWGZLWSLSFX

not attested not anchored not stored refs pending

On Designing Effective RL Reward at Training Time for LLM Reasoning

Chuyi He, Guangju Wang, Jiaxuan Gao, Shusheng Xu, Wei Fu, Weilin Liu, Wenjie Ye, Yi Wu, Zhiyu Mei

arxiv:2410.15115 v3 · 2024-10-19 · cs.LG · 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{MKZNU3KLLEHJF3KRWGZLWSLSFX}

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

16 papers in Pith

MiniOpt: Reasoning to Model and Solve General Optimization Problems with Limited Resources

Learning from Own Solutions: Self-Conditioned Credit Assignment for Reinforcement Learning with Verifiable Rewards

Continual Self-Improvement with Lightweight Experiential Latent Memories

Efficient Hyperparameter Optimization for LLM Reinforcement Learning

Receipt and verification

First computed	2026-07-05T09:41:02.878549Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

62b2da6d4b590e92ed51b1b2bb49722dc9196a95c500c467b378c46654d4a3fe

Aliases

arxiv: 2410.15115 · arxiv_version: 2410.15115v3 · doi: 10.48550/arxiv.2410.15115 · pith_short_12: MKZNU3KLLEHJ · pith_short_16: MKZNU3KLLEHJF3KR · pith_short_8: MKZNU3KL

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/MKZNU3KLLEHJF3KRWGZLWSLSFX \
  | 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: 62b2da6d4b590e92ed51b1b2bb49722dc9196a95c500c467b378c46654d4a3fe

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "4ae72d5291c9371d8cfbb19217c2429e7f14dc784589c3d2b79e6aa2a1508ab9",
    "cross_cats_sorted": [
      "cs.AI",
      "cs.CL"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-10-19T13:53:50Z",
    "title_canon_sha256": "5be77f22bbfdec265bd581a0d46e5b8fa6b7c2d0e7ca04e105d7a195a1a0552c"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.15115",
    "kind": "arxiv",
    "version": 3
  }
}