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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| On the Robustness of deep learning-based MRI Reconstruction to image transformations |
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| Jinghan Jia, Mingyi Hong, Yimeng Zhang |
| 2022 |
| arxiv 2211.04930 |
| Algorithms for Adversarially Robust Deep Learning | Alexander Robey | 2025 | arxiv 2509.19100 |
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| Spectral Graph Neural Networks are Incomplete on Graphs with a Simple Spectrum | Snir Hordan, Maya Bechler-Speicher, Gur Lifshitz | 2025 | arxiv 2506.05530 |
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| Human Knowledge Integrated Multi-modal Learning for Single Source Domain Generalization | Ayan Banerjee, Kuntal Thakur, Sandeep Gupta | 2026 | arxiv 2603.12369 |
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| CFM: Language-aligned Concept Foundation Model for Vision | Kai Wittenmayer, Sukrut Rao, Amin Parchami-Araghi | 2026 | arxiv 2601.13798 |
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| RECAP: Local Hebbian Prototype Learning as a Self-Organizing Readout for Reservoir Dynamics | Heng Zhang | 2026 | arxiv 2603.06639 |
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| Robustness Verification of Graph Neural Networks Via Lightweight Satisfiability Testing | Chia-Hsuan Lu, Tony Tan, Michael Benedikt | 2025 | arxiv 2510.18591 |
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| Experimental Investigation of Time Series Classification using a Self-Pulsing Microring Resonator Network | Alessandro Foradori, Alessio Lugnan, Lorenzo Pavesi | 2025 | arxiv 2509.11721 |
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| Decentralized SGD with Controlled Disagreement Finds Flatter Minima | Zesen Wang, Mikael Johansson | 2026 | arxiv 2602.02899 |
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| Zero-Shot Distracted Driver Detection via Vision Language Models with Double Decoupling | Takamichi Miyata, Sumiko Miyata, Andrew Morris | 2026 | arxiv 2601.08467 |
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