Adaptive Dimension Reduction and Variational Inference for Transductive
Few-Shot Classification

Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification

International Conference on Artificial Intelligence and Statistics (AISTATS), 2022

18 September 2022

Vincent Gripon

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Papers citing "Adaptive Dimension Reduction and Variational Inference for Transductive Few-Shot Classification"

9 / 9 papers shown

Title
Unbiased Max-Min Embedding Classification for Transductive Few-Shot Learning: Clustering and Classification Are All You Need Yang Liu Feixiang Liu Jiale Du Xinbo Gao Jungong Han 200 0 0 28 Mar 2025
Making Large Vision Language Models to be Good Few-shot LearnersAAAI Conference on Artificial Intelligence (AAAI), 2024 Fan Liu Wenwen Cai Jian Huo Chuanyi Zhang Delong Chen Jun Zhou 174 5 0 21 Aug 2024
CLCE: An Approach to Refining Cross-Entropy and Contrastive Learning for Optimized Learning Fusion Zijun Long George Killick Lipeng Zhuang Gerardo Aragon Camarasa Zaiqiao Meng R. McCreadie VLM 201 7 0 22 Feb 2024
BECLR: Batch Enhanced Contrastive Few-Shot Learning Stylianos Poulakakis-Daktylidis Hadi Jamali Rad 239 7 0 04 Feb 2024
Robust Transductive Few-shot Learning via Joint Message Passing and Prototype-based Soft-label Propagation Jiahui Wang Qin Xu Bo Jiang Bin Luo 191 0 0 28 Nov 2023
Prototypes-oriented Transductive Few-shot Learning with Conditional TransportIEEE International Conference on Computer Vision (ICCV), 2023 Long Tian Jing Feng Wenchao Chen Xiaoqiang Chai Liming Wang Xiyang Liu Bo Chen 190 20 0 06 Aug 2023
Adaptive manifold for imbalanced transductive few-shot learningIEEE Workshop/Winter Conference on Applications of Computer Vision (WACV), 2023 Michalis Lazarou Yannis Avrithis Tania Stathaki 186 6 0 27 Apr 2023
A Statistical Model for Predicting Generalization in Few-Shot ClassificationEuropean Signal Processing Conference (EUSIPCO), 2022 Yassir Bendou Vincent Gripon Bastien Pasdeloup Lukas Mauch Stefan Uhlich Fabien Cardinaux G. B. Hacene Javier Alonso García 205 2 0 13 Dec 2022
Transductive Decoupled Variational Inference for Few-Shot Classification Ashutosh Kumar Singh Hadi Jamali Rad BDL VLM 236 18 0 22 Aug 2022