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Online Hyperparameter Meta-Learning with Hypergradient Distillation


Oct 06, 2021
Hae Beom Lee, Hayeon Lee, Jaewoong Shin, Eunho Yang, Timothy Hospedales, Sung Ju Hwang


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Vision-based system identification and 3D keypoint discovery using dynamics constraints


Sep 13, 2021
Miguel Jaques, Martin Asenov, Michael Burke, Timothy Hospedales


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A Channel Coding Benchmark for Meta-Learning


Jul 15, 2021
Rui Li, Ondrej Bohdal, Rajesh Mishra, Hyeji Kim, Da Li, Nicholas Lane, Timothy Hospedales


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EvoGrad: Efficient Gradient-Based Meta-Learning and Hyperparameter Optimization


Jun 19, 2021
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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Meta-Calibration: Meta-Learning of Model Calibration Using Differentiable Expected Calibration Error


Jun 17, 2021
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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Cloud2Curve: Generation and Vectorization of Parametric Sketches


Mar 29, 2021
Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song

* Accepted at CVPR 2021 (Poster) 

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Shallow Bayesian Meta Learning for Real-World Few-Shot Recognition


Jan 08, 2021
Xueting Zhang, Debin Meng, Henry Gouk, Timothy Hospedales


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Robust Domain Randomised Reinforcement Learning through Peer-to-Peer Distillation


Dec 09, 2020
Chenyang Zhao, Timothy Hospedales


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Margin-Based Transfer Bounds for Meta Learning with Deep Feature Embedding


Dec 02, 2020
Jiechao Guan, Zhiwu Lu, Tao Xiang, Timothy Hospedales

* 14 pages, 2 figures 

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A Stochastic Neural Network for Attack-Agnostic Adversarial Robustness


Oct 17, 2020
Panagiotis Eustratiadis, Henry Gouk, Da Li, Timothy Hospedales


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BĂ©zierSketch: A generative model for scalable vector sketches


Jul 14, 2020
Ayan Das, Yongxin Yang, Timothy Hospedales, Tao Xiang, Yi-Zhe Song

* Accepted as poster at ECCV 2020 

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Learning to Generate Novel Domains for Domain Generalization


Jul 07, 2020
Kaiyang Zhou, Yongxin Yang, Timothy Hospedales, Tao Xiang

* To appear in ECCV'20 

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Learning the Prediction Distribution for Semi-Supervised Learning with Normalising Flows


Jul 06, 2020
Ivana Balažević, Carl Allen, Timothy Hospedales


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Flexible Dataset Distillation: Learn Labels Instead of Images


Jun 15, 2020
Ondrej Bohdal, Yongxin Yang, Timothy Hospedales


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A Probabilistic Framework for Discriminative and Neuro-Symbolic Semi-Supervised Learning


Jun 10, 2020
Carl Allen, Ivana Balažević, Timothy Hospedales


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NewtonianVAE: Proportional Control and Goal Identification from Pixels via Physical Latent Spaces


Jun 02, 2020
Miguel Jaques, Michael Burke, Timothy Hospedales


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Latent Domain Learning with Dynamic Residual Adapters


Jun 01, 2020
Lucas Deecke, Timothy Hospedales, Hakan Bilen


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ALBA : Reinforcement Learning for Video Object Segmentation


May 26, 2020
Shreyank N Gowda, Panagiotis Eustratiadis, Timothy Hospedales, Laura Sevilla-Lara


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DREAM Architecture: a Developmental Approach to Open-Ended Learning in Robotics


May 13, 2020
Stephane Doncieux, Nicolas Bredeche, Léni Le Goff, Benoît Girard, Alexandre Coninx, Olivier Sigaud, Mehdi Khamassi, Natalia Díaz-Rodríguez, David Filliat, Timothy Hospedales, A. Eiben, Richard Duro


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SimpleMKKM: Simple Multiple Kernel K-means


May 12, 2020
Xinwang Liu, En Zhu, Jiyuan Liu, Timothy Hospedales, Yang Wang, Meng Wang


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Meta-Learning in Neural Networks: A Survey


Apr 11, 2020
Timothy Hospedales, Antreas Antoniou, Paul Micaelli, Amos Storkey


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Online Meta-Learning for Multi-Source and Semi-Supervised Domain Adaptation


Apr 09, 2020
Da Li, Timothy Hospedales

* tech report 

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Sequential Learning for Domain Generalization


Apr 03, 2020
Da Li, Yongxin Yang, Yi-Zhe Song, Timothy Hospedales

* tech report 

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DADA: Differentiable Automatic Data Augmentation


Mar 28, 2020
Yonggang Li, Guosheng Hu, Yongtao Wang, Timothy Hospedales, Neil M. Robertson, Yongxin Yang


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Deep Domain-Adversarial Image Generation for Domain Generalisation


Mar 12, 2020
Kaiyang Zhou, Yongxin Yang, Timothy Hospedales, Tao Xiang

* 8 pages 

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Incremental Few-Shot Object Detection


Mar 12, 2020
Juan-Manuel Perez-Rua, Xiatian Zhu, Timothy Hospedales, Tao Xiang

* CVPR 2020 

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Adversarial Generation of Informative Trajectories for Dynamics System Identification


Mar 02, 2020
Marija Jegorova, Joshua Smith, Michael Mistry, Timothy Hospedales

* Submitted to iROS2020 

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