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Mingqiang Li

3 accepted papers

2025

A-PSRO: A Unified Strategy Learning Method with Advantage Metric for Normal-form Games

ICML 2025poster

Solving the Nash equilibrium in normal-form games with large-scale strategy spaces presents significant challenges. Open-ended learning frameworks, such as PSRO and its variants, have emerged as effective solutions. However, these methods often lack an efficient metric for evaluating strategy improv…

Cited by 0SourcePDFScholar
2023

Efficient Frequency Domain-Based Transformers for High-Quality Image Deblurring

CVPR 2023highlight

We present an effective and efficient method that explores the properties of Transformers in the frequency domain for high-quality image deblurring. Our method is motivated by the convolution theorem that the correlation or convolution of two signals in the spatial domain is equivalent to an element…

2023

Learning a Sparse Transformer Network for Effective Image Deraining

CVPR 2023highlight

Transformers-based methods have achieved significant performance in image deraining as they can model the non-local information which is vital for high-quality image reconstruction. In this paper, we find that most existing Transformers usually use all similarities of the tokens from the query-key p…