Addressing Solution Quality in Data-generated Optimization ModelsOrit DavidovichParikshit Ramet al.2022AAAI 2022
FLoRA: Single-shot Hyper-parameter Optimization for Federated LearningYi ZhouParikshit Ramet al.2021NeurIPS 2021
Sign-MAML: Efficient Model-Agnostic Meta-Learning by SignSGDChen FanParikshit Ramet al.2021NeurIPS 2021
Leveraging Theoretical Tradeoffs in Hyperparameter Selection for Improved Empirical PerformanceHorst SamulowitzParikshit Ramet al.2021ICML 2021
Designing Machine Learning Pipeline Toolkit for AutoML Surrogate Modeling OptimizationPaulito PalmesAkihiro Kishimotoet al.2023JuliaCon 2023
Runtime Prediction of Machine Learning Algorithms in AutoML SystemsParijat DubeTheodoros Salonidiset al.2023ICASSP 2023
Exploring context-free languages via planning: The case for automating machine learningMichael KatzParikshit Ramet al.2020ICAPS 2020