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agent/papers/items/2026-2606-29654-budgeted-act-or-defer-multi-agent-llm-deliberation-with-local-reliability-bounds.md
2026-07-08 12:25:30 +08:00

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# Paper: Budgeted Act-or-Defer Multi-Agent LLM Deliberation with Local Reliability Bounds
---
type: paper
title: Budgeted Act-or-Defer Multi-Agent LLM Deliberation with Local Reliability Bounds
authors: Mengdie Flora Wang, Haochen Xie, Guanghui Wang, Devin Zhang, Jae Oh Woo
year: 2026
venue: arXiv
url: https://arxiv.org/abs/2606.29654
code_url:
source: arxiv
collected_at: 2026-07-08
published_at: 2026-06-28
updated_at: 2026-06-28
status: queued
relevance: high
topics:
- agent-evaluation
- agent-safety
- multi-agent
- reasoning
- tool-use
- workflow-agent
methods:
-
benchmarks:
-
models:
-
datasets:
- cs.AI
- cs.MA
related_concepts:
-
related_jobs:
-
related_experiments:
-
related_projects:
-
collection_score: 17
collection_queries: multi-agent-llm
---
## One-line Takeaway
Auto-collected from arXiv because it matched the Agent collection queries. Needs human skim.
## Why Collected
- matched queries: multi-agent-llm
- inferred topics: agent-evaluation, agent-safety, multi-agent, reasoning, tool-use, workflow-agent
- arXiv categories: cs.AI, cs.MA
- collection score: 17
## Review Checklist
- Does this paper directly inform Agent architecture, evaluation, memory, tools, safety, coding agents, GUI/browser agents, or multi-agent workflows?
- Does it include a benchmark, dataset, code, or reproducible experimental setup?
- Should it be promoted from `queued` to `skimmed` or `summarized`?
## Links
- arXiv: https://arxiv.org/abs/2606.29654