Research

Papers for “image classification”

Find papers, implementations, and the benchmark evidence behind state-of-the-art AI systems.

Title	Authors	Year	Source
Semi-Supervised Few-Shot Adaptation of Vision-Language Models	Julio Silva-Rodríguez, Ender Konukoglu	2026	arxiv 2603.02959
Layer by layer, module by module: Choose both for optimal OOD probing of ViT	Ambroise Odonnat, Vasilii Feofanov, Laetitia Chapel	2026	arxiv 2603.05280
Fine-Pruning: A Biologically Inspired Algorithm for Personalization of Machine Learning Models	Joseph Bingham, Saman Zonouz, Dvir Aran	2026	arxiv 2602.18507
Robust by Design: A Continuous Monitoring and Data Integration Framework for Medical AI	Mohammad Daouk, Jan Ulrich Becker, Neeraja Kambham	2026	arxiv 2604.09009
Explicit Dropout: Deterministic Regularization for Transformer Architectures	Vidhi Agrawal, Illia Oleksiienko, Alexandros Iosifidis	2026	arxiv 2604.20505
Federated Breast Cancer Detection Enhanced by Synthetic Ultrasound Image Augmentation	Hongyi Pan, Ziliang Hong, Gorkem Durak	2025	arxiv 2506.23334
Do Not Imitate, Reinforce: Iterative Classification via Belief Refinement	Mahdi Kallel, Johannes Tölle, Ahmed Hendawy	2026	arxiv 2604.22110
Preconditioned Attention: Enhancing Efficiency in Transformers	Hemanth Saratchandran	2026	arxiv 2603.27153
Uncertainty Gating for Cost-Aware Explainable Artificial Intelligence	Georgii Mikriukov, Grégoire Montavon, Marina M.-C. Höhne	2026	arxiv 2603.29915
Graph Set Transformer	Jose E. Escrig Molina, Baoquan Chen, Daniel Probst	2026	arxiv 2606.05116
Adaptive Cumulative Mass Calibration with Conformal Prediction	Daniil Kazantsev, Eric Moulines, Maxim Panov	2025	arxiv 2505.15437
IoUCert: Robustness Verification for Anchor-based Object Detectors	Benedikt Brückner, Alejandro J. Mercado, Yanghao Zhang	2026	arxiv 2603.03043
Federated Multi-Target Domain Adaptation	Chun-Han Yao, Boqing Gong, Yin Cui	2021	arxiv 2108.07792
Impact of Aliasing on Generalization in Deep Convolutional Networks	Cristina Vasconcelos, Hugo Larochelle, Vincent Dumoulin	2021	arxiv 2108.03489
MLPerf Tiny Benchmark	Colby Banbury, Vijay Janapa Reddi, Peter Torelli	2021	arxiv 2106.07597
Early-exit deep neural networks for distorted images: providing an efficient edge offloading	Roberto G. Pacheco, Fernanda D.V.R. Oliveira, Rodrigo S. Couto	2021	arxiv 2108.09343
TDLS: A Top-Down Layer Searching Algorithm for Generating Counterfactual Visual Explanation	Cong Wang, Haocheng Han, Caleb Chen Cao	2021	arxiv 2108.04238
Content and Context Features for Scene Image Representation	Chiranjibi Sitaula, Sunil Aryal, Yong Xiang	2020	arxiv 2006.03217
mDALU: Multi-Source Domain Adaptation and Label Unification with Partial Datasets	Rui Gong, Dengxin Dai, Yuhua Chen	2020	arxiv 2012.08385
Higher-Order Explanations of Graph Neural Networks via Relevant Walks	Thomas Schnake, Oliver Eberle, Jonas Lederer	2020	arxiv 2006.03589

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