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Gradient-based Hyperparameter Optimization through Reversible Learning

11 February 2015

Papers citing "Gradient-based Hyperparameter Optimization through Reversible Learning"

28 / 28 papers shown

Title
DataRater: Meta-Learned Dataset Curation Dan A. Calian Gregory Farquhar Iurii Kemaev Luisa M. Zintgraf Matteo Hessel ... András Gyorgy Tom Schaul Jeffrey Dean Hado van Hasselt David Silver 153 1 0 23 May 2025
Imperative Learning: A Self-supervised Neuro-Symbolic Learning Framework for Robot Autonomy Chen Wang Kaiyi Ji Junyi Geng Zhongqiang Ren Taimeng Fu ... Yi Du Qihang Li Yue Yang Xiao Lin Zhipeng Zhao SSL 151 10 0 28 Jan 2025
Reinforcement Teaching Alex Lewandowski Calarina Muslimani Dale Schuurmans Matthew E. Taylor Jun Luo 187 2 0 28 Jan 2025
Multi-Objective Hyperparameter Selection via Hypothesis Testing on Reliability Graphs Amirmohammad Farzaneh Osvaldo Simeone 508 0 0 22 Jan 2025
Fully First-Order Methods for Decentralized Bilevel Optimization Xiaoyu Wang Xuxing Chen Shiqian Ma Tong Zhang 95 0 0 25 Oct 2024
Adaptive Learn-then-Test: Statistically Valid and Efficient Hyperparameter Selection Matteo Zecchin Sangwoo Park Osvaldo Simeone LM&MA 242 5 0 24 Sep 2024
Learning to (Learn at Test Time): RNNs with Expressive Hidden States Yu Sun Xinhao Li Karan Dalal Jiarui Xu Arjun Vikram ... Xinlei Chen Xiaolong Wang Sanmi Koyejo Tatsunori Hashimoto Carlos Guestrin 126 111 0 05 Jul 2024
ScaleBiO: Scalable Bilevel Optimization for LLM Data Reweighting Boyao Wang Dylan Zhang Hanning Zhang Xingyuan Pan Minrui Xu Jipeng Zhang Renjie Pi Xiaoyu Wang Tong Zhang 109 10 0 28 Jun 2024
First-Order Methods for Linearly Constrained Bilevel Optimization Guy Kornowski Swati Padmanabhan Kai Wang Zhe Zhang S. Sra 137 5 0 18 Jun 2024
LancBiO: dynamic Lanczos-aided bilevel optimization via Krylov subspace Bin Gao Yan Yang Ya-xiang Yuan 90 2 0 04 Apr 2024
Relax and penalize: a new bilevel approach to mixed-binary hyperparameter optimization M. D. Santis Jordan Frécon Francesco Rinaldi Saverio Salzo Martin Schmidt Martin Schmidt 92 0 0 21 Aug 2023
An adaptively inexact first-order method for bilevel optimization with application to hyperparameter learning Mohammad Salehi Subhadip Mukherjee Lindon Roberts Matthias Joachim Ehrhardt 67 5 0 19 Aug 2023
Convergence Properties of Stochastic Hypergradients Riccardo Grazzi Massimiliano Pontil Saverio Salzo 95 26 0 13 Nov 2020
Learning Linear Programs from Optimal Decisions Yingcong Tan Daria Terekhov Andrew Delong 76 30 0 16 Jun 2020
Differentiable Neural Input Search for Recommender Systems Weiyu Cheng Yanyan Shen Linpeng Huang 69 36 0 08 Jun 2020
Meta Label Correction for Noisy Label Learning Guoqing Zheng Ahmed Hassan Awadallah S. Dumais NoLa OffRL 104 184 0 10 Nov 2019
Penalty Method for Inversion-Free Deep Bilevel Optimization Akshay Mehra Jihun Hamm 107 46 0 08 Nov 2019
Variational Inference using Implicit Distributions Ferenc Huszár DRL GAN 167 135 0 27 Feb 2017
Structured Attention Networks Yoon Kim Carl Denton Luong Hoang Alexander M. Rush 121 463 0 03 Feb 2017
Adam: A Method for Stochastic Optimization Diederik P. Kingma Jimmy Ba ODL 2.1K 150,364 0 22 Dec 2014
Nested Variational Compression in Deep Gaussian Processes J. Hensman Neil D. Lawrence BDL 50 67 0 03 Dec 2014
Neural Turing Machines Alex Graves Greg Wayne Ivo Danihelka 111 2,333 0 20 Oct 2014
Sequence to Sequence Learning with Neural Networks Ilya Sutskever Oriol Vinyals Quoc V. Le AIMat 448 20,606 0 10 Sep 2014
Multi-task Neural Networks for QSAR Predictions George E. Dahl Navdeep Jaitly Ruslan Salakhutdinov 121 277 0 04 Jun 2014
Automatic Differentiation of Algorithms for Machine Learning A. G. Baydin Barak A. Pearlmutter 66 32 0 28 Apr 2014
Theano: new features and speed improvements Frédéric Bastien Pascal Lamblin Razvan Pascanu James Bergstra Ian Goodfellow Arnaud Bergeron Nicolas Bouchard David Warde-Farley Yoshua Bengio 100 1,419 0 23 Nov 2012
On the difficulty of training Recurrent Neural Networks Razvan Pascanu Tomas Mikolov Yoshua Bengio ODL 204 5,360 0 21 Nov 2012
Practical Bayesian Optimization of Machine Learning Algorithms Jasper Snoek Hugo Larochelle Ryan P. Adams 376 7,965 0 13 Jun 2012