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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

Author

Shuyi Wang

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Book Open access Aug 2026

Parallelizing LLM Agent Execution with Contrastive Task Allocation

Experiments on tool-augmented agent workloads show that CoAct improves per-step execution efficiency and resource utilization while achieving competitive or superior task accuracy, demonstrating that contrastive online dispatch can expose substantial parallelism in LLM-agent workflows without retraining the underlying...

Yuyang Peng, Yanling Xu, Shu-Yi Wang et al. · 1 citation
Book Open access Aug 2026

Parallelizing LLM Agent Execution with Contrastive Task Allocation

LLM agents solve complex tasks by executing multi-step workflows that interleave LLM inference with external tool calls, yet execution efficiency is often the dominant bottleneck in real deployments because LLM-generated workflows are typically chain-structured and inherently sequential, limiting parallelism and underu...

Yuyang Peng, Yanling Xu, Shuyi Wang et al. · 0 citations

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