Adams, Ryan P.

Practical Bayesian Optimization of Machine Learning Algorithms

Snoek, J., Larochelle, H., & Adams, R. P. (2012) · arXiv

Advanced Bandit Algorithms ResearchMachine Learning and Data Classification

Cited by 6,691

Convolutional Networks on Graphs for Learning Molecular Fingerprints

Duvenaud, D., Maclaurin, D., Aguilera-Iparraguirre, J., Gómez-Bombarelli, R., Hirzel, T., Aspuru-Guzik, A., & Adams, R. P. (2015) · arXiv

Computational Drug Discovery MethodsAdvanced Graph Neural Networks

Cited by 2,628

Bayesian reaction optimization as a tool for chemical synthesis

Shields, B. J., Stevens, J., Li, J., Parasram, M., Damani, F., Alvarado, J. I. M., Janey, J. M., Adams, R. P., & Doyle, A. G. (2021) · Nature

Machine Learning in Materials ScienceOptimal Experimental Design Methods

Cited by 1,063

Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach

Gómez-Bombarelli, R., Aguilera-Iparraguirre, J., Hirzel, T. D., Duvenaud, D., Maclaurin, D., Blood-Forsythe, M. A., Chae, H. S., Einzinger, M., Ha, D.-G., Wu, T., et al. (2016) · Nature Materials

Organic Light-Emitting Diodes ResearchMachine Learning in Materials Science

Cited by 1,060

Mapping Sub-Second Structure in Mouse Behavior

Wiltschko, A. B., Johnson, M. J., Iurilli, G., Peterson, R. E., Katon, J. M., Pashkovski, S. L., Abraira, V. E., Adams, R. P., & Datta, S. R. (2015) · Neuron

Human Pose and Action RecognitionMemory and Neural Mechanisms

Cited by 760

Bayesian Online Changepoint Detection

Adams, R. P., & MacKay, D. J. C. (2007) · arXiv

Advanced Statistical Process MonitoringData Stream Mining Techniques

Cited by 601

Gradient-based Hyperparameter Optimization through Reversible Learning

Maclaurin, D., Duvenaud, D., & Adams, R. P. (2015) · arXiv

Machine Learning and Data ClassificationStochastic Gradient Optimization Techniques

Cited by 509

On Warm-Starting Neural Network Training

Ash, J. T., & Adams, R. P. (2019) · arXiv

Stochastic Gradient Optimization TechniquesDomain Adaptation and Few-Shot Learning

Cited by 77

Detecting genome-wide directional effects of transcription factor binding on polygenic disease risk

Reshef, Y. A., Finucane, H. K., Kelley, D. R., Gusev, A., Kotliar, D., Ulirsch, J. C., Hormozdiari, F., Nasser, J., O’Connor, L., van de Geijn, B., et al. (2018) · Nature Genetics

Genetic Associations and EpidemiologyGenetic Mapping and Diversity in Plants and Animals

Cited by 68

Why Generalization in RL is Difficult: Epistemic POMDPs and Implicit Partial Observability

Ghosh, D., Rahme, J., Kumar, A., Zhang, A., Adams, R. P., & Levine, S. (2021) · arXiv

Reinforcement Learning in RoboticsDomain Adaptation and Few-Shot Learning

Cited by 41