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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…

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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…