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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

Author

Zhou-Chen Lin

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Book Open access Jul 2026

Optimizing Marketing Subsidies via Counterfactual Learning with Asymmetric Reward Function

In marketing, optimizing subsidy allocation to maximize overall profits is of substantial economic importance. Prior research has employed treatment effect estimation techniques to identify subsidy-sensitive items and design corresponding allocation strategies. However, more accurate treatment effect estimations do not...

Xiang Li, Yanghao Xiao, Chun-Yuan Zheng et al. · 2 citations
Open access Jul 2026

MLAE: Masked LoRA Experts for Parameter-Efficient Fine-Tuning

In response to the challenges posed by the extensive parameter updates required for full fine-tuning of large-scale pre-trained models, parameter-efficient fine-tuning (PEFT) methods, exemplified by Low-Rank Adaptation (LoRA), have emerged. LoRA simplifies the fine-tuning process but may still struggle with a certain l...

Junjie Wang, Guangjing Yang, Wentao Chen et al. · 3 citations · ⚡1
Book Open access Jul 2026

Debiased Recommendation Beyond the Positive Propensity Assumption

This study theoretically shows that when zero-propensity samples exist, both IPS and DR estimators become biased, and proposes ExtraDebias method, which enables debiased recommendation in both non-extrapolation and extrapolation samples.

Yanghao Xiao, Hao Wang, Xiang Li et al. · 1 citation

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