Optimisation

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Online Apprenticeship Learning

Lior Shani *, Tom Zahavy, Shie Mannor *

AAAI

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Deep Kernel Shaping

James Martens, Andy Ballard, Guillaume Desjardins, Grzegorz Swirszcz, Valentin Dalibard, Jascha Sohl-Dickstein *, Sam Schoenholz *

arXiv

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Accelerated Forward-Backward Optimization using Deep Learning

Sebastian Banert *, Jevgenija Rudzusika *, Ozan Öktem *, Jonas Adler

arXiv

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Combinatorial optimization and reasoning with graph neural networks

Quentin Cappart *, Didier Chétalat *, Elias Khalil *, Andrea Lodi *, Christopher Morris *, Petar Veličković

IJCAI

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High-Performance Large-Scale Image Recognition Without Normalization

Andy Brock, Soham De, Sam Smith, Karen Simonyan

ICML

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Sampling from a k-DPP without looking at all items

Daniele Calandriello, Michal Dereziński *, Michal Valko

NeurIPS

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Enabling certification of verification-agnostic networks via memory-efficient semidefinite programming

Dj Dvijotham, Jonathan Uesato, Sumanth Dathathri, Rudy Bunel, Pushmeet Kohli

NeurIPS

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Unbiased Gradient Estimation for Variational Auto-Encoders using Coupled Markov Chains

F Ruiz *, Michalis Titsias, Taylan Cemgil, Arnaud Doucet

arXiv

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A Simpler Approach to Accelerated Stochastic Optimization: Iterative Averaging Meets Optimism

Pooria Joulani, A Raj *, András György, Csaba Szepesvári

ICML

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On the generalization benefit of stochastic gradient descent

Samuel L. Smith, Erich Elsen, Soham De

ICML

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SOLA: Continual Learning with Second-Order Loss Approximation

Dong Yin, Mehrdad Farajtabar, Ang Li

arXiv

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Understanding the Role of Training Regimes in Continual Learning

Seyed-Iman Mirzadeh *, Mehrdad Farajtabar, Razvan Pascanu, Hassan Ghasemzadeh *

arXiv

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Discretization Drift in Two-Player Games

Mihaela Rosca, Yan Wu, Benoit Dherin *, David Barrett

ICML

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Stochastic Matrix Games with Bandit Feedback

Brendan O'Donoghue, Tor Lattimore, Ian Osband

arXiv

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A Distributional View on Multi-Objective Policy Optimization

Abbas Abdolmaleki, Sandy Huang, Leonard Hasenclever, Michael Neunert, Francis Song, Martina Zambelli, Murilo Martins, Nicolas Heess, Raia Hadsell, Martin Riedmiller

ICML

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On the Global Convergence Rates of Softmax Policy Gradient Methods

Jincheng Mei *, C Xiao *, Csaba Szepesvári, Dale Schuurmans *

ICML

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Dropout as an Implicit Gating Mechanism For Continual Learning

Seyed-Iman Mirzadeh *, Mehrdad Farajtabar, Hassan Ghasemzadeh *

arXiv

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Operator splitting for a homogeneous embedding of the monotone linear complementarity problem

Brendan O'Donoghue

arXiv

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Lagrangian Decomposition for Neural Network Verification

Rudy Bunel *, A De Palma *, Alban Desmaison *, Krishnamurthy (Dj) Dvijotham, Pushmeet Kohli, Philip Torr *, P Kumar *

arXiv

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Batch Normalization Biases Deep Residual Networks Towards Shallow Paths

Soham De, Samuel L. Smith

arXiv

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Self-Distillation Amplifies Regularization in Hilbert Space

Hossein Mobahi *, Mehrdad Farajtabar, Peter Bartlett *

arXiv

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On two ways to use determinantal point processes for Monte Carlo integration

Guillaume Gautier *, R Bardenet *, Michal Valko

NeurIPS

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LOGAN: Latent Optimisation for Generative Adversarial Networks

Yan Wu, Jeff Donahue, David Balduzzi, Karen Simonyan, Timothy Lillicrap

arXiv

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Improved Exploration through Latent Trajectory Optimization in Deep Deterministic Policy Gradient

Kevin Sebastian Luck *, Mel Vecerik, S Stepputtis *, H B Amor *, Jonathan Scholz

arXiv

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Sparse Orthogonal Variational Inference for Gaussian Processes

Jiaxin Shi *, Michalis Titsias, Andriy Mnih

arXiv

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Publications

Optimisation