Get our free extension to see links to code for papers anywhere online!

Chrome logo Add to Chrome

Firefox logo Add to Firefox

Picture for Doina Precup

Doina Precup

McGill University, Mila- Quebec Artificial Intelligence Institute

Is Heterophily A Real Nightmare For Graph Neural Networks To Do Node Classification?

Sep 12, 2021
Sitao Luan, Chenqing Hua, Qincheng Lu, Jiaqi Zhu, Mingde Zhao, Shuyuan Zhang, Xiao-Wen Chang, Doina Precup

  Access Paper or Ask Questions

Where Did You Learn That From? Surprising Effectiveness of Membership Inference Attacks Against Temporally Correlated Data in Deep Reinforcement Learning

Sep 08, 2021
Maziar Gomrokchi, Susan Amin, Hossein Aboutalebi, Alexander Wong, Doina Precup

  Access Paper or Ask Questions

A Survey of Exploration Methods in Reinforcement Learning

Sep 02, 2021
Susan Amin, Maziar Gomrokchi, Harsh Satija, Herke van Hoof, Doina Precup

  Access Paper or Ask Questions

Policy Gradients Incorporating the Future

Aug 11, 2021
David Venuto, Elaine Lau, Doina Precup, Ofir Nachum

  Access Paper or Ask Questions

Temporally Abstract Partial Models

Aug 06, 2021
Khimya Khetarpal, Zafarali Ahmed, Gheorghe Comanici, Doina Precup

* 34 pages, 5 figures 

  Access Paper or Ask Questions

The Option Keyboard: Combining Skills in Reinforcement Learning

Jun 24, 2021
André Barreto, Diana Borsa, Shaobo Hou, Gheorghe Comanici, Eser Aygün, Philippe Hamel, Daniel Toyama, Jonathan Hunt, Shibl Mourad, David Silver, Doina Precup

* Published at NeurIPS 2019 

  Access Paper or Ask Questions

Randomized Exploration for Reinforcement Learning with General Value Function Approximation

Jun 15, 2021
Haque Ishfaq, Qiwen Cui, Viet Nguyen, Alex Ayoub, Zhuoran Yang, Zhaoran Wang, Doina Precup, Lin F. Yang

* 32 page, 5 figures, in Proceedings of the 38th International Conference on Machine Learning, PMLR 139, 2021 

  Access Paper or Ask Questions

A Deep Reinforcement Learning Approach to Marginalized Importance Sampling with the Successor Representation

Jun 12, 2021
Scott Fujimoto, David Meger, Doina Precup

* ICML 2021 

  Access Paper or Ask Questions

Preferential Temporal Difference Learning

Jun 11, 2021
Nishanth Anand, Doina Precup

* Accepted at the 38th International Conference on Machine Learning (ICML, 2021) 

  Access Paper or Ask Questions

Flow Network based Generative Models for Non-Iterative Diverse Candidate Generation

Jun 08, 2021
Emmanuel Bengio, Moksh Jain, Maksym Korablyov, Doina Precup, Yoshua Bengio

* Submitted to NeurIPS 2021 

  Access Paper or Ask Questions

Correcting Momentum in Temporal Difference Learning

Jun 07, 2021
Emmanuel Bengio, Joelle Pineau, Doina Precup

* NeurIPS Deep RL Workshop 2020 

  Access Paper or Ask Questions

A Consciousness-Inspired Planning Agent for Model-Based Reinforcement Learning

Jun 03, 2021
Mingde Zhao, Zhen Liu, Sitao Luan, Shuyuan Zhang, Doina Precup, Yoshua Bengio

  Access Paper or Ask Questions

Improving Long-Term Metrics in Recommendation Systems using Short-Horizon Offline RL

Jun 01, 2021
Bogdan Mazoure, Paul Mineiro, Pavithra Srinath, Reza Sharifi Sedeh, Doina Precup, Adith Swaminathan

  Access Paper or Ask Questions

AndroidEnv: A Reinforcement Learning Platform for Android

May 27, 2021
Daniel Toyama, Philippe Hamel, Anita Gergely, Gheorghe Comanici, Amelia Glaese, Zafarali Ahmed, Tyler Jackson, Shibl Mourad, Doina Precup

  Access Paper or Ask Questions

What is Going on Inside Recurrent Meta Reinforcement Learning Agents?

Apr 29, 2021
Safa Alver, Doina Precup

* Accepted to the Never-Ending Reinforcement Learning Workshop at ICLR 2021 

  Access Paper or Ask Questions

Training a First-Order Theorem Prover from Synthetic Data

Mar 05, 2021
Vlad Firoiu, Eser Aygun, Ankit Anand, Zafarali Ahmed, Xavier Glorot, Laurent Orseau, Lei Zhang, Doina Precup, Shibl Mourad

  Access Paper or Ask Questions

Variance Penalized On-Policy and Off-Policy Actor-Critic

Feb 03, 2021
Arushi Jain, Gandharv Patil, Ayush Jain, Khimya Khetarpal, Doina Precup

* Accepted to the Thirty-Fifth AAAI Conference on Artificial Intelligence (AAAI-21), 2021 

  Access Paper or Ask Questions

Locally Persistent Exploration in Continuous Control Tasks with Sparse Rewards

Dec 26, 2020
Susan Amin, Maziar Gomrokchi, Hossein Aboutalebi, Harsh Satija, Doina Precup

  Access Paper or Ask Questions

Towards Continual Reinforcement Learning: A Review and Perspectives

Dec 25, 2020
Khimya Khetarpal, Matthew Riemer, Irina Rish, Doina Precup

* Preprint, 52 pages, 8 figures 

  Access Paper or Ask Questions

Gradient Starvation: A Learning Proclivity in Neural Networks

Nov 23, 2020
Mohammad Pezeshki, Sékou-Oumar Kaba, Yoshua Bengio, Aaron Courville, Doina Precup, Guillaume Lajoie

  Access Paper or Ask Questions

Diversity-Enriched Option-Critic

Nov 04, 2020
Anand Kamat, Doina Precup

  Access Paper or Ask Questions

A Study of Policy Gradient on a Class of Exactly Solvable Models

Nov 03, 2020
Gavin McCracken, Colin Daniels, Rosie Zhao, Anna Brandenberger, Prakash Panangaden, Doina Precup

  Access Paper or Ask Questions

Forethought and Hindsight in Credit Assignment

Oct 26, 2020
Veronica Chelu, Doina Precup, Hado van Hasselt

  Access Paper or Ask Questions

Connecting Weighted Automata, Tensor Networks and Recurrent Neural Networks through Spectral Learning

Oct 19, 2020
Tianyu Li, Doina Precup, Guillaume Rabusseau

* Extended version of AISTATS paper (arXiv:1807.01406) Preprint (under review). arXiv admin note: text overlap with arXiv:1807.01406 

  Access Paper or Ask Questions

A Fully Tensorized Recurrent Neural Network

Oct 13, 2020
Charles C. Onu, Jacob E. Miller, Doina Precup

  Access Paper or Ask Questions

Reward Propagation Using Graph Convolutional Networks

Oct 06, 2020
Martin Klissarov, Doina Precup

  Access Paper or Ask Questions

Complete the Missing Half: Augmenting Aggregation Filtering with Diversification for Graph Convolutional Networks

Sep 15, 2020
Sitao Luan, Mingde Zhao, Chenqing Hua, Xiao-Wen Chang, Doina Precup

  Access Paper or Ask Questions