Author

Mingxuan Yuan

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#artificial intelligence Preprint Sep 2026

Self-Evolving Algorithm-Design Agents: Escaping In-Context Evolutionary Stagnation via Population-Curated Policy Optimization

Large language models are increasingly participating in complex real-world tasks in the form of algorithm-design agents, designing and refining algorithms. Many successful algorithm-design agents adopt pure in-context evolutionary frameworks, but they may quickly plateau in domains that require specialized knowledge. P...

Chen-Han Lu, Ke Xue, Si-Yuan Xu et al. · 0 citations

2025

Accurate KV Cache Eviction via Anchor Direction Projection for Efficient LLM Inference

A novel method, namely AnDPro, is proposed, which introduces a projection-based scoring function to more accurately measure token importance and guide more accurate token selection in key-Value cache eviction.

Zijie Geng, Jie Wang, Ziqi Liu et al. · Neural Information Processin... · 6 citations

Preprint Jul 2026

Focus Is All You Need: Adaptive Goal-aware Attention Orchestration for Multi-Agent Graph Systems

Experiments across diverse multi-agent workloads show that AGAO improves task effectiveness while reducing unnecessary computation, latency, and token consumption compared with existing graph-based execution strategies.

Mingzhou Fan, Siyuan Xu, Mingxuan Yuan · 0 citations