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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| Title | Authors | Year | Source |
|---|---|---|---|
| Global Attention Mechanism: Retain Information to Enhance Channel-Spatial Interactions | Yichao Liu, Zongru Shao, Nico Hoffmann | 2021 | arxiv 2112.05561 |
| Maintaining Performance with Less Data | Dominic Sanderson, Tatiana Kalgonova | 2022 | arxiv 2208.02007 |
| Sufficient Component Analysis for Supervised Dimension Reduction | Makoto Yamada, Gang Niu, Jun Takagi | 2011 | arxiv 1103.4998 |
| Improving Generalizability of Kolmogorov-Arnold Networks via Error-Correcting Output Codes | Youngjoon Lee, Jinu Gong, Joonhyuk Kang | 2025 | arxiv 2505.05798 |
| Detecting Shortcuts in Medical Images -- A Case Study in Chest X-rays | Amelia Jiménez-Sánchez, Dovile Juodelyte, Bethany Chamberlain | 2022 | arxiv 2211.04279 |
| Pitfalls of In-Domain Uncertainty Estimation and Ensembling in Deep Learning | Arsenii Ashukha, Alexander Lyzhov, Dmitry Molchanov | 2020 | arxiv 2002.06470 |
| Harmonic Convolutional Networks based on Discrete Cosine Transform | Matej Ulicny, Vladimir A. Krylov, Rozenn Dahyot | 2020 | arxiv 2001.06570 |
| Meta-Learner with Linear Nulling | Sung Whan Yoon, Jun Seo, Jaekyun Moon | 2018 | arxiv 1806.01010 |
| Bilinear discriminant feature line analysis for image feature extraction | Lijun Yan, Jun-Bao Li, Xiaorui Zhu | 2019 | arxiv 1905.03710 |
| S4L: Self-Supervised Semi-Supervised Learning | Xiaohua Zhai, Avital Oliver, Alexander Kolesnikov | 2019 | arxiv 1905.03670 |
| George Retsinas, Athena Elafrou, Georgios Goumas |
| 2019 |
| arxiv 1905.11910 |
| Learning rotation invariant convolutional filters for texture classification | Diego Marcos, Michele Volpi, Devis Tuia | 2016 | arxiv 1604.06720 |
|---|
| Fast Wavelet-Based Visual Classification | Guoshen Yu, Jean-Jacques Slotine | 2008 | arxiv 0806.1446 |
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| Making Vision Transformers Truly Shift-Equivariant | Renan A. Rojas-Gomez, Teck-Yian Lim, Minh N. Do | 2023 | arxiv 2305.16316 |
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| AdaPlus: Integrating Nesterov Momentum and Precise Stepsize Adjustment on AdamW Basis | Lei Guan | 2023 | arxiv 2309.01966 |
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| VeRA: Vector-based Random Matrix Adaptation | Dawid J. Kopiczko, Tijmen Blankevoort, Yuki M. Asano | 2023 | arxiv 2310.11454 |
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| Hyperbolic Image-Text Representations | Karan Desai, Maximilian Nickel, Tanmay Rajpurohit | 2023 | arxiv 2304.09172 |
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| Multi-view Feature Augmentation with Adaptive Class Activation Mapping | Xiang Gao, Yingjie Tian, Zhiquan Qi | 2022 | arxiv 2206.12943 |
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| HVT: A Comprehensive Vision Framework for Learning in Non-Euclidean Space | Jacob Fein-Ashley, Ethan Feng, Minh Pham | 2024 | arxiv 2409.16897 |
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| Neural Edge Histogram Descriptors for Underwater Acoustic Target Recognition | Atharva Agashe, Davelle Carreiro, Alexandra Van Dine | 2025 | arxiv 2503.13763 |
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