Pith Number

pith:UOMA4LXD

pith:2025:UOMA4LXD6VIRP64FHZSBKB7MID

not attested not anchored not stored refs pending

FlowReasoner: Reinforcing Query-Level Meta-Agents

Bryan Hooi, Chao Du, Hongcheng Gao, Longxu Dou, Min Lin, Tianyu Pang, Yue Liu, Yufei He, Zhijie Deng

arxiv:2504.15257 v1 · 2025-04-21 · 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{UOMA4LXD6VIRP64FHZSBKB7MID}

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

15 papers in Pith

Who Broke the System? Failure Localization in LLM-Based Multi-Agent Systems

Mathematical methods of reinforcement learning

SQLConductor: Search-to-Policy Learning for Step-wise Text-to-SQL Orchestration

Agentic Environment Engineering for Large Language Models: A Survey of Environment Modeling, Synthesis, Evaluation, and Application

From Player to Master: Enhancing Test-Time Learning of LLM Agents via Reinforcement Learning over Memory

Receipt and verification

First computed	2026-07-05T10:51:58.876001Z
Builder	pith-number-builder-2026-05-17-v1
Signature	Pith Ed25519 (`pith-v1-2026-05`) · public key
Schema	pith-number/v1.0

Canonical hash

a3980e2ee3f55117fb853e641507ec40e100e7f739b4aefd92d6790d076a4a5a

Aliases

arxiv: 2504.15257 · arxiv_version: 2504.15257v1 · doi: 10.48550/arxiv.2504.15257 · pith_short_12: UOMA4LXD6VIR · pith_short_16: UOMA4LXD6VIRP64F · pith_short_8: UOMA4LXD

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/UOMA4LXD6VIRP64FHZSBKB7MID \
  | 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: a3980e2ee3f55117fb853e641507ec40e100e7f739b4aefd92d6790d076a4a5a

Canonical record JSON

{
  "metadata": {
    "abstract_canon_sha256": "540009cc8de90762d8ab6f4c406624ef90563a0462093f17e54c7aca549c7623",
    "cross_cats_sorted": [],
    "license": "http://arxiv.org/licenses/nonexclusive-distrib/1.0/",
    "primary_cat": "cs.AI",
    "submitted_at": "2025-04-21T17:35:42Z",
    "title_canon_sha256": "aa5da8d0e9fe98826f6fe41c1cc2df03b20fc0098594b770d088907a62680dfa"
  },
  "schema_version": "1.0",
  "source": {
    "id": "2504.15257",
    "kind": "arxiv",
    "version": 1
  }
}