Concepedia

Integrating contrastive learning with dynamic models for reinforcement learning from images

Bang You, Oleg Arenz, Youping Chen, Jan Peters

Neurocomputing · 2022 · 17 citations · 32 references

Open access

Concepts

ComputingComputer ScienceComputer VisionMachine LearningMarkov Decision ProcessesDeep LearningPerceptual LearningPolicy IterationPolicy LearningReinforcement LearningReinforcement Learning FoundationsDeep Reinforcement LearningDynamic ModelsReinforcement Learning For VisionReinforcement Learning ModelsReinforcement Learning Theory

References

32

Visualizing Data using t-SNE

Laurens van der Maaten, Geoffrey E. Hinton · Journal of Machine Learning Research · 2008 · 35.7K citations

Computing, Data Science, Visualization +13

Momentum Contrast for Unsupervised Visual Representation Learning

Kaiming He, Haoqi Fan, Yuxin Wu et al. · 2020 · 12K citations

Computing, Computer Science, Computer Vision +12

Representation Learning with Contrastive Predictive Coding

Aäron van den Oord, Yazhe Li, Oriol Vinyals · arXiv (Cornell University) · 2018 · 4.5K citations · Full text

Computing, Computer Science, Computer Vision +16

Soft Actor-Critic: Off-Policy Maximum Entropy Deep Reinforcement Learning with a Stochastic Actor

Tuomas Haarnoja, Aurick Zhou, Pieter Abbeel et al. · arXiv (Cornell University) · 2018 · 3.5K citations · Full text

Computing, Computer Science, Artificial Intelligence +11

Maximum Entropy Inverse Reinforcement Learning

Brian D. Ziebart, Andrew L. Maas, J. Andrew Bagnell et al. · Research Showcase @ Carnegie Mellon University (Carnegie Mellon University) · 2018 · 2.1K citations

Computing, Autonomous Systems, Computer Science +17