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Sponsored AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI AI AM CLAUDE, A Beginner's Guide: Learn the basics of working with AI

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Zhengxi Xiao

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Conference Open access Jul 2026

AgentDropout: Dynamic Redundancy Elimination for Multi-Agent Collaboration Efficiency

AgentDropout is a dynamic strategy inspired by dropout regularization in neural networks, which selectively deactivates low-contribution agents during multi-agent collaboration, suggesting that dynamic agent deactivation may be useful for deploying multi-agent LLM systems under computational budget constraints.

Zhengxi Xiao, Qi Guo, Yuyue Wang et al. · 1 citation
Conference Open access Jul 2026

Difficulty-Aware Hybrid Routing for Cost-Efficient Long-Context LLM Inference

The Difficulty-Aware Hybrid Router is proposed, a lightweight framework that jointly leverages query-level, context-level, and draft-level features to classify each request into one of three inference tiers: direct answering by a small model, small-model answering with lightweight verification, or full processing by a...

Zifeng Gu, Zhengxi Xiao, Ourong Lin · 0 citations

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