Controllable Dynamic Multi-Task Architectures

28 March 2022

Dripta S. Raychaudhuri

Amit K. Roy-Chowdhury

Manmohan Chandraker

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Papers citing "Controllable Dynamic Multi-Task Architectures"

30 / 30 papers shown

Title
Federated Communication-Efficient Multi-Objective Optimization Baris Askin Pranay Sharma Gauri Joshi Carlee Joe-Wong FedML 245 1 0 21 Oct 2024
Towards Principled Task Grouping for Multi-Task Learning Chenguang Wang Xuanhao Pan Tianshu Yu 154 1 0 23 Feb 2024
Dynamic Slimmable Network Changlin Li Guangrun Wang Bing Wang Xiaodan Liang Zhihui Li Xiaojun Chang 73 144 0 24 Mar 2021
Dynamic Neural Networks: A Survey Yizeng Han Gao Huang Shiji Song Le Yang Honghui Wang Yulin Wang 3DH AI4TS AI4CE 115 649 0 09 Feb 2021
Controllable Pareto Multi-Task Learning Xi Lin Zhiyuan Yang Qingfu Zhang Sam Kwong MoE 107 74 0 13 Oct 2020
Learning the Pareto Front with Hypernetworks Aviv Navon Aviv Shamsian Gal Chechik Ethan Fetaya 106 145 0 08 Oct 2020
Automated Search for Resource-Efficient Branched Multi-Task Networks David Brüggemann Menelaos Kanakis Stamatios Georgoulis Luc Van Gool 41 65 0 24 Aug 2020
Learning to Branch for Multi-Task Learning Pengsheng Guo Chen-Yu Lee Daniel Ulbricht 61 179 0 02 Jun 2020
Learning Dynamic Routing for Semantic Segmentation Yanwei Li Lin Song Yukang Chen Zeming Li Xinming Zhang Xingang Wang Jian Sun SSeg 125 164 0 23 Mar 2020
Gradient Surgery for Multi-Task Learning Tianhe Yu Saurabh Kumar Abhishek Gupta Sergey Levine Karol Hausman Chelsea Finn 174 1,221 0 19 Jan 2020
Pareto Multi-Task Learning Xi Lin Hui-Ling Zhen Zhenhua Li Qingfu Zhang Sam Kwong 83 351 0 30 Dec 2019
Deep Meta Functionals for Shape Representation G. Littwin Lior Wolf 3DPC 50 82 0 17 Aug 2019
Adaptive Stochastic Natural Gradient Method for One-Shot Neural Architecture Search Youhei Akimoto Shinichi Shirakawa Nozomu Yoshinari Kento Uchida Shota Saito K. Nishida 63 87 0 21 May 2019
Representation Similarity Analysis for Efficient Task taxonomy & Transfer Learning Kshitij Dwivedi Gemma Roig 68 152 0 26 Apr 2019
Branched Multi-Task Networks: Deciding What Layers To Share Simon Vandenhende Stamatios Georgoulis Bert De Brabandere Luc Van Gool 94 145 0 05 Apr 2019
ProxylessNAS: Direct Neural Architecture Search on Target Task and Hardware Han Cai Ligeng Zhu Song Han 102 1,867 0 02 Dec 2018
DARTS: Differentiable Architecture Search Hanxiao Liu Karen Simonyan Yiming Yang 199 4,355 0 24 Jun 2018
Taskonomy: Disentangling Task Transfer Learning Amir Zamir Alexander Sax Bokui (William) Shen Leonidas Guibas Jitendra Malik Silvio Savarese 123 1,220 0 23 Apr 2018
QMIX: Monotonic Value Function Factorisation for Deep Multi-Agent Reinforcement Learning Tabish Rashid Mikayel Samvelyan Christian Schroeder de Witt Gregory Farquhar Jakob N. Foerster Shimon Whiteson 153 1,671 0 30 Mar 2018
Encoder-Decoder with Atrous Separable Convolution for Semantic Image Segmentation Liang-Chieh Chen Yukun Zhu George Papandreou Florian Schroff Hartwig Adam SSeg 444 13,143 0 07 Feb 2018
SkipNet: Learning Dynamic Routing in Convolutional Networks Xin Wang Feng Yu Zi-Yi Dou Trevor Darrell Joseph E. Gonzalez 101 636 0 26 Nov 2017
Routing Networks: Adaptive Selection of Non-linear Functions for Multi-Task Learning Clemens Rosenbaum Tim Klinger Matthew D Riemer 84 246 0 03 Nov 2017
SMASH: One-Shot Model Architecture Search through HyperNetworks Andrew Brock Theodore Lim J. Ritchie Nick Weston 156 763 0 17 Aug 2017
A Survey on Multi-Task Learning Yu Zhang Qiang Yang AIMat 605 2,230 0 25 Jul 2017
An Overview of Multi-Task Learning in Deep Neural Networks Sebastian Ruder CVBM 151 2,828 0 15 Jun 2017
Multi-Task Learning Using Uncertainty to Weigh Losses for Scene Geometry and Semantics Alex Kendall Y. Gal R. Cipolla 3DH 272 3,123 0 19 May 2017
Adaptive Neural Networks for Efficient Inference Tolga Bolukbasi Joseph Wang O. Dekel Venkatesh Saligrama 51 355 0 25 Feb 2017
Changing Model Behavior at Test-Time Using Reinforcement Learning Augustus Odena Dieterich Lawson C. Olah TTA 56 52 0 24 Feb 2017
Dynamic Deep Neural Networks: Optimizing Accuracy-Efficiency Trade-offs by Selective Execution Lanlan Liu Jia Deng 82 203 0 02 Jan 2017
Categorical Reparameterization with Gumbel-Softmax Eric Jang S. Gu Ben Poole BDL 339 5,364 0 03 Nov 2016