AIBullisharXiv โ CS AI ยท 4h ago2
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DenoiseFlow: Uncertainty-Aware Denoising for Reliable LLM Agentic Workflows
Researchers introduce DenoiseFlow, a framework that addresses reliability issues in AI agent workflows by managing uncertainty through adaptive computation allocation and error correction. The system achieves 83.3% average accuracy across benchmarks while reducing computational costs by 40-56% through intelligent branching decisions.
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