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awesome multi-task learning slides
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mbs0221 committed Mar 3, 2020
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* [Online multitask relative similarity learning](https://ink.library.smu.edu.sg/sis_research/3846/)
* [New Directions in Transfer and Multi-Task: Learning Across Domains and Tasks](https://sites.google.com/site/learningacross/home/accepted-papers)
* [Manifold Regularized Multi-Task Learning](https://doi.org/10.1007/978-3-642-34487-9_64)
* [Multi-Objective Multi-Task Learning](./pdf/Multi-Objective%20Multi-Task%20Learning.pdf)
* [Multi-Task Active Learning](./pdf/Multi-Task%20Active%20Learning.pdf)
* Arxiv
* [A Survey on Multi-Task Learning](https://arxiv.org/abs/1707.08114)
* [Self-Paced Multi-Task Clustering](https://arxiv.org/abs/1808.08068)
* [Model-Protected Multi-Task Learning](https://arxiv.org/abs/1809.06546)
* Slides
* Paper slides
* [Multi-Task Feature Learning](./pdf/oh06_argyriou_mtfl_01.pdf)
* [Multi-Stage Multi-Task Feature Learning](./pdf/machine_zhang_learning_01.pdf)
* [A Dirty Model for Multitask Learning](./pdf/nips2010_jalali_dmm_01.pdf)
* [Learning Incoherent Sparse and Low-Rank Patterns from Multiple Tasks](./pdf/kdd2010_chen_lislrpmt_01.ppt)
* [A Graph-based Framework for Multi-Task Multi-View Learning](./pdf/A%20Graph-based%20Framework%20for%20Multi-Task%20Multi-View%20Learning.pdf)
* Report slides
* [Multi-Task Learning: The Bayesian Way, 2006](./pdf/oh06_heskes_bw_01.pdf)
* [Multi-task Gaussian Process Prediction, 2008](./pdf/bark08_williams_mtlwgp_01.pdf)
* [Multitask Multiple Kernel Learning, 2010](./pdf/nipsworkshops2010_widmer_mmk_01.pdf)
* [Multi-task Regularization of Generative Similarity Models, 2011](./pdf/simbad2011_cazzanti_generative_01.pdf)
* [Learning Multiple Tasks with a Sparse Matrix-Normal Penalty, 2011](./pdf/Esther3.25.2011.pdf)
* [Multi-Task Learning via Matrix Regularization](./pdf/lkasok08_argyriou_mtlvmr_01.pdf)
* [Multi-Task Learning: Theory, Algorithms, and Applications, 2012](./pdf/Multi-Task%20Learning-Theory,%20Algorithms,%20and%20Applications.pdf)
* [Multi-task and Transfer Learning, 2013](./pdf/Multi-task%20and%20Transfer%20Learning.pdf)
* [Multi-task Learning and Structured Sparsity, 2013](./pdf/Multi-task%20Learning%20and%20Structured%20Sparsity.pdf)
* [Multi-task Learning, 2013](./pdf/roks2013_pontil_learning_01.pdf)
* [Multi-task Learning, 2014](./pdf/Multi-task%20Learning-1.pdf)
* [Multi-Task Learning: Models, Optimization and Applications, 2016](./pdf/Multi-Task%20Learning-Models,%20Optimization%20and%20Applications.pdf)
* [Domain Adaptation / Multi-Task Learning Methods and Examples](./pdf/Domain%20Adaptation%20–%20Algorithms,%20Variants%20and%20Extensions.pdf)
* Resources
* [Task Sensitive Feature Exploration and Learning for Multi-Task Graph Classification](http://www.cse.fau.edu/~xqzhu/FelMuG/index.html)
* [BMTMKL: Bayesian Multitask Multiple Kernel Learning](https://research.cs.aalto.fi/pml/software/bmtmkl/)
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