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SOTA2 Research · papers
Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.
| On the Generalizability of Foundation Models for Crop Type Mapping |
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| Yi-Chia Chang, Adam J. Stewart, Favyen Bastani |
| 2024 |
| arxiv 2409.09451 |
| A Benchmark and Evaluation for Real-World Out-of-Distribution Detection Using Vision-Language Models | Shiho Noda, Atsuyuki Miyai, Qing Yu | 2025 | arxiv 2501.18463 |
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| Terminal Velocity Matching | Linqi Zhou, Mathias Parger, Ayaan Haque | 2025 | arxiv 2511.19797 |
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| UniDiff: Parameter-Efficient Adaptation of Diffusion Models for Land Cover Classification with Multi-Modal Remotely Sensed Imagery and Sparse Annotations | Yuzhen Hu, Saurabh Prasad | 2025 | arxiv 2512.00261 |
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| Zero-Shot Learning from scratch (ZFS): leveraging local compositional representations | Tristan Sylvain, Linda Petrini, R Devon Hjelm | 2020 | arxiv 2010.13320 |
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| Interventional Few-Shot Learning | Zhongqi Yue, Hanwang Zhang, Qianru Sun | 2020 | arxiv 2009.13000 |
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| Open-MAGVIT2: An Open-Source Project Toward Democratizing Auto-regressive Visual Generation | Zhuoyan Luo, Fengyuan Shi, Yixiao Ge | 2024 | arxiv 2409.04410 |
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| Koo-Fu CLIP: Closed-Form Adaptation of Vision-Language Models via Fukunaga-Koontz Linear Discriminant Analysis | Matej Suchanek, Klara Janouskova, Ondrej Vasatko | 2026 | arxiv 2602.01127 |
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| On the Relationship Between Representation Geometry and Generalization in Deep Neural Networks | Sumit Yadav | 2026 | arxiv 2602.00130 |
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| Distance Marching for Generative Modeling | Zimo Wang, Ishit Mehta, Haolin Lu | 2026 | arxiv 2602.02928 |
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