SemFORMS: Automatic Generation of Semantic Transforms By Mining Data Science Code
- Ibrahim Abdelaziz
- Julian Dolby
- et al.
- 2023
- IJCAI 2023
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FLASH: Automating Federated Learning using CASH
- Md Ibrahim Ibne Alam
- Koushik Kar
- et al.
- 2023
- UAI 2023
Single-shot General Hyper-parameter Optimization for Federated Learning
- Yi Zhou
- Parikshit Ram
- et al.
- 2023
- ICLR 2023
Toward Theoretical Guidance for Two Common Questions in Practical Cross-Validation based Hyperparameter Selection
- Parikshit Ram
- Alexander Gray
- et al.
- 2023
- SDM 2023
Semantic Feature Discovery with Code Mining and Semantic Type Detection
- Kavitha Srinivas
- Takaaki Tateishi
- et al.
- 2022
- AAAI 2022
FLoRA: Single-shot Hyper-parameter Optimization for Federated Learning
- Yi Zhou
- Parikshit Ram
- et al.
- 2021
- NeurIPS 2021
Leveraging Theoretical Tradeoffs in Hyperparameter Selection for Improved Empirical Performance
- Horst Samulowitz
- Parikshit Ram
- et al.
- 2021
- ICML 2021
AutoText: An End-to-End AutoAI Framework for Text
- Arunima Chaudhary
- Alayt Issak
- et al.
- 2021
- AAAI 2021
AutoAI: Automating the End-to-End AI Lifecycle with Humans-in-the-Loop
- Dakuo Wang
- Parikshit Ram
- et al.
- 2020
- IUI 2020
Human-AI Collaboration in Data Science: Exploring Data Scientists’ Perceptions of Automated AI
- Dakuo Wang
- Justin Weisz
- et al.
- 2019
- CSCW 2019