On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective

On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective

11 January 2025

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Papers citing "On the Computational Capability of Graph Neural Networks: A Circuit Complexity Bound Perspective"

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Title
Minimalist Softmax Attention Provably Learns Constrained Boolean Functions Jerry Yao-Chieh Hu Xiwen Zhang Maojiang Su Zhao Song Han Liu MLT 240 1 0 26 May 2025
T2VTextBench: A Human Evaluation Benchmark for Textual Control in Video Generation Models Xuyang Guo Jiayan Huo Zhenmei Shi Zhao Song Jiahao Zhang Jiale Zhao VGen 493 2 0 08 May 2025
Provable Failure of Language Models in Learning Majority Boolean Logic via Gradient Descent Bo Chen Zhenmei Shi Zhao Song Jiahao Zhang NAI LRM AI4CE 96 3 0 07 Apr 2025
Theoretical Foundation of Flow-Based Time Series Generation: Provable Approximation, Generalization, and Efficiency Jiangxuan Long Zhao Song Chiwun Yang AI4TS 480 0 0 18 Mar 2025
Theoretical Guarantees for High Order Trajectory Refinement in Generative Flows Chengyue Gong Xiaoyu Li Yingyu Liang Jiangxuan Long Zhenmei Shi Zhao Song Yu Tian 131 3 0 12 Mar 2025
Scaling Law Phenomena Across Regression Paradigms: Multiple and Kernel Approaches Yifang Chen Xuyang Guo Xiaoyu Li Yingyu Liang Zhenmei Shi Zhao Song 103 3 0 03 Mar 2025
On Computational Limits of FlowAR Models: Expressivity and Efficiency Chengyue Gong Yekun Ke Xiaoyu Li Yingyu Liang Zhizhou Sha Zhenmei Shi Zhao Song 153 4 0 23 Feb 2025
Looped ReLU MLPs May Be All You Need as Practical Programmable Computers Yingyu Liang Zhizhou Sha Zhenmei Shi Zhao Song Yufa Zhou 177 19 0 21 Feb 2025
SORSA: Singular Values and Orthonormal Regularized Singular Vectors Adaptation of Large Language Models Yang Cao 137 2 0 21 Aug 2024
Binary Hypothesis Testing for Softmax Models and Leverage Score Models Yeqi Gao Yuzhou Gu Zhao Song 60 0 0 09 May 2024
Streaming Kernel PCA Algorithm With Small Space Yichuan Deng Zhao Song Zifan Wang Hangke Zhang 114 4 0 08 Mar 2023