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

Author

Xie Yu

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Book Open access Aug 2026

Dynamic Positional Attention Modulation for Parameter-Efficient Fine-Tuning of Large Language Models

Parameter-efficient fine-tuning (PEFT) has become a standard approach for adapting large language models to downstream tasks. However, most existing PEFT methods rely on uniform and static adaptations, without accounting for the structured heterogeneity of attention across dimensions, heads, layers, and input tokens. I...

Dayan Pan, Jing-Yuan Wang, Xie Yu · 0 citations
Book Open access Aug 2026

AgentCity: An AI-Maintained Continuous Benchmark for Traffic Prediction

This work presents AgentCity, an AI-maintained framework for the continuous construction and evaluation of traffic prediction benchmarks and validate the reliability of AgentCity through benchmark validation studies on reproduction fidelity and consistency across different code-oriented agents.

Dayan Pan, Hongkang Su, Jing-Yuan Wang et al. · 0 citations

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