The Benefit of Multitask Representation Learning

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The Benefit of Multitask Representation Learning

23 May 2015

Massimiliano Pontil

Bernardino Romera-Paredes

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Papers citing "The Benefit of Multitask Representation Learning"

17 / 17 papers shown

Title
Statistical Deficiency for Task Inclusion Estimation Loïc Fosse Frédéric Béchet Benoit Favre Géraldine Damnati Gwénolé Lecorvé Maxime Darrin Philippe Formont Pablo Piantanida 517 0 0 07 Mar 2025
Meta-learning of shared linear representations beyond well-specified linear regression Mathieu Even Laurent Massoulié 118 0 0 31 Jan 2025
The Effects of Multi-Task Learning on ReLU Neural Network Functions Julia B. Nakhleh Joseph Shenouda Robert D. Nowak 99 1 0 29 Oct 2024
Rethinking Meta-Learning from a Learning Lens Wenwen Qiang Jingyao Wang Chuxiong Sun Hui Xiong Jiangmeng Li 157 3 0 13 Sep 2024
One Policy to Run Them All: an End-to-end Learning Approach to Multi-Embodiment Locomotion Nico Bohlinger Grzegorz Czechmanowski Maciej Krupka Piotr Kicki Krzysztof Walas Jan Peters Davide Tateo 96 21 0 10 Sep 2024
Can Large Language Models Generate High-quality Patent Claims? Lekang Jiang Caiqi Zhang Pascal A Scherz Stephan Goetz ELM 100 7 0 27 Jun 2024
The Power of Active Multi-Task Learning in Reinforcement Learning from Human Feedback Ruitao Chen Liwei Wang 122 1 0 18 May 2024
Nonlinear Meta-Learning Can Guarantee Faster Rates Dimitri Meunier Zhu Li Arthur Gretton Samory Kpotufe 148 7 0 20 Jul 2023
A chain rule for the expected suprema of Gaussian processes Andreas Maurer 83 24 0 10 Nov 2014
An Inequality with Applications to Structured Sparsity and Multitask Dictionary Learning Andreas Maurer Massimiliano Pontil Bernardino Romera-Paredes 87 23 0 08 Feb 2014
A PAC-Bayesian bound for Lifelong Learning Anastasia Pentina Christoph H. Lampert CLL 89 210 0 12 Nov 2013
Rich feature hierarchies for accurate object detection and semantic segmentation Ross B. Girshick Jeff Donahue Trevor Darrell Jitendra Malik ObjD 295 26,223 0 11 Nov 2013
Excess risk bounds for multitask learning with trace norm regularization Andreas Maurer Massimiliano Pontil 136 115 0 06 Dec 2012
Sparse coding for multitask and transfer learning Andreas Maurer Massimiliano Pontil Bernardino Romera-Paredes 105 191 0 04 Sep 2012
A Model of Inductive Bias Learning Jonathan Baxter 115 1,217 0 01 Jun 2011
Oracle Inequalities and Optimal Inference under Group Sparsity Karim Lounici Massimiliano Pontil Alexandre B. Tsybakov Sara van de Geer 317 381 0 11 Jul 2010
Regularization Techniques for Learning with Matrices Sham Kakade Shai Shalev-Shwartz Ambuj Tewari 165 210 0 04 Oct 2009

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