Hjelm, R Devon
- Deep Graph Infomax
2018/09/27 by Petar Veličković, Veličković, Petar, William Fedus +10 · 1 voice · 73 citations
Computer Science · Mathematics · Physics and Astronomy · #Advanced Graph Neural Networks #Complex Network Analysis Techniques #FOS: Computer and information sciences #Information Theory (cs.IT) #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Recommender Systems and Techniques #Social and Information Networks (cs.SI) #cs.IT #cs.LG #cs.SI #stat.ML
- Learning deep representations by mutual information estimation and maximization
2018/08/20 by R Devon Hjelm, Hjelm, R Devon, Alex Fedorov +11 · 146 citations
Computer Science · #Advanced Neural Network Applications #Adversarial Robustness in Machine Learning #Anomaly Detection Techniques and Applications #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Learning Representations by Maximizing Mutual Information Across Views
2019/06/03 by Philip Bachman, R Devon Hjelm, Bachman, Philip +3 · 60 citations
Computer Science · #Advanced Image and Video Retrieval Techniques #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms
- Data-Efficient Reinforcement Learning with Self-Predictive\n Representations
2020/07/12 by Max Schwarzer, Schwarzer, Max, Ankesh Anand +9 · 31 citations
Computer Science · #Reinforcement Learning in Robotics
- Unsupervised State Representation Learning in Atari
2019/06/19 by Ankesh Anand, Anand, Ankesh, Evan Racah +9 · 9 citations
Computer Science · #Artificial Intelligence in Games #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Reinforcement Learning in Robotics
- Maximum-Likelihood Augmented Discrete Generative Adversarial Networks
2017/02/26 by Tong Che, Che, Tong, Yanran Li +11 · 8 citations
Computer Science · #Artificial Intelligence (cs.AI) #Computation and Language (cs.CL) #Digital Media Forensic Detection #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG)
- Leveraging exploration in off-policy algorithms via normalizing flows
2019/05/16 by Bogdan Mazoure, Thang Doan, Mazoure, Bogdan +7 · 7 citations
Computer Science · Physics and Astronomy · #Reinforcement Learning in Robotics #Adversarial Robustness in Machine Learning #Model Reduction and Neural Networks
- Robust Contrastive Learning against Noisy Views
2022/01/12 by Ching-Yao Chuang, Chuang, Ching-Yao, R Devon Hjelm +13 · 6 citations
Computer Science · #Domain Adaptation and Few-Shot Learning #Adversarial Robustness in Machine Learning
- Boundary-Seeking Generative Adversarial Networks
2017/02/27 by R Devon Hjelm, Hjelm, R Devon, Athul Paul Jacob +9 · 4 citations
Computer Science · #FOS: Computer and information sciences #Generative Adversarial Networks and Image Synthesis #Human Pose and Action Recognition #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Multimodal Machine Learning Applications
- Spatio-Temporal Deep Graph Infomax
2019/04/12 by Opolka, Felix L., Solomon, Aaron, Cangea, Cătălina +3 · 1 citation
#FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML)
- Implicit Regularization via Neural Feature Alignment
2020/08/03 by Aristide Baratin, Baratin, Aristide, Thomas George +11 · 1 citation
Computer Science · Engineering · #Domain Adaptation and Few-Shot Learning #FOS: Computer and information sciences #Machine Learning (cs.LG) #Machine Learning (stat.ML) #Machine Learning and Algorithms #Sparse and Compressive Sensing Techniques
- Understanding by Understanding Not: Modeling Negation in Language Models
2021/05/07 by Arian Hosseini, Siva Reddy, Hosseini, Arian +9 · 1 citation
Computer Science · #Computation and Language (cs.CL) #FOS: Computer and information sciences #Natural Language Processing Techniques #Text Readability and Simplification #Topic Modeling