Pith Number

pith:LWNQYQRP

pith:2024:LWNQYQRP5FO7FWQKIWBZRBTRNK

not attested not anchored not stored refs pending

Building Math Agents with Multi-Turn Iterative Preference Learning

Aviv Rosenberg, Bilal Piot, Chengshuai Shi, Chi Jin, Daniele Calandriello, Jiaming Shen, Misha Khalman, Mohammad Saleh, Rishabh Joshi, Tianqi Liu, Tong Zhang, Wei Xiong, Zhen Qin

arxiv:2409.02392 v2 · 2024-09-04 · cs.LG · stat.ML

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{LWNQYQRP5FO7FWQKIWBZRBTRNK}

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

3 papers in Pith

REVES: REvision and VErification--Augmented Training for Test-Time Scaling

Beyond Correctness: Harmonizing Process and Outcome Rewards through RL Training

Training Language Models to Self-Correct via Reinforcement Learning

Receipt and verification

First computed	2026-07-05T10:21:22.809078Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

5d9b0c422fe95df2da0a45839886716aa078564ca3f2a8dfba1eeb8c25066df9

Aliases

arxiv: 2409.02392 · arxiv_version: 2409.02392v2 · doi: 10.48550/arxiv.2409.02392 · pith_short_12: LWNQYQRP5FO7 · pith_short_16: LWNQYQRP5FO7FWQK · pith_short_8: LWNQYQRP

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/LWNQYQRP5FO7FWQKIWBZRBTRNK \
  | 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: 5d9b0c422fe95df2da0a45839886716aa078564ca3f2a8dfba1eeb8c25066df9

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "b4bdca8e408ae9de923a6624d368f022ff58465a5093e87fa53fe942d1dec91b",
    "cross_cats_sorted": [
      "stat.ML"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.LG",
    "submitted_at": "2024-09-04T02:41:04Z",
    "title_canon_sha256": "db82532ddd50b0ba9d6b121d70296cd5bd38dcba15676993f99cbab9add86189"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2409.02392",
    "kind": "arxiv",
    "version": 2
  }
}