Pith Number

pith:6XXJD7AQ

pith:2024:6XXJD7AQEAYECFU25YYJ7E4UGO

not attested not anchored not stored refs pending

Flow-DPO: Improving LLM Mathematical Reasoning through Online Multi-Agent Learning

Paul Mineiro, Yihe Deng

arxiv:2410.22304 v1 · 2024-10-29 · cs.CL · cs.LG

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

Add to your LaTeX paper

\usepackage{pith}
\pithnumber{6XXJD7AQEAYECFU25YYJ7E4UGO}

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

2 papers in Pith

The Periodic Table of LLM Reasoning: A Structured Survey of Reasoning Paradigms, Methods, and Failure Modes

From LLM Reasoning to Autonomous AI Agents: A Comprehensive Review

Receipt and verification

First computed	2026-07-05T09:28:07.184010Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

f5ee91fc10203041169aee309f939433986441060954ed48ce4d01feb7df809d

Aliases

arxiv: 2410.22304 · arxiv_version: 2410.22304v1 · doi: 10.48550/arxiv.2410.22304 · pith_short_12: 6XXJD7AQEAYE · pith_short_16: 6XXJD7AQEAYECFU2 · pith_short_8: 6XXJD7AQ

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/6XXJD7AQEAYECFU25YYJ7E4UGO \
  | 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: f5ee91fc10203041169aee309f939433986441060954ed48ce4d01feb7df809d

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "9c38e5a519a526f773c99f78711966f1ae8ecac446c05b4062900e2326844852",
    "cross_cats_sorted": [
      "cs.LG"
    ],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.CL",
    "submitted_at": "2024-10-29T17:50:31Z",
    "title_canon_sha256": "7ffee1c1aada5baf108e01cbe57a5cf7a10e4a5142721c926285da2ed6428216"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2410.22304",
    "kind": "arxiv",
    "version": 1
  }
}