selected publications

• academic article

  • Neural Architecture Search for Dense Prediction Tasks in Computer Vision.  International Journal of Computer Vision.  131:1784-1807. 2023
  • NAS-Bench-301 and the Case for Surrogate Benchmarks for Neural Architecture Search 2021

• blog posting

  • Bag of Baselines for Multi-objective Joint Neural Architecture Search and Hyperparameter Optimization..  arXiv (Cornell University). 2021
  • Differential Evolution for Neural Architecture Search.  arXiv (Cornell University). 2020
  • Neural Ensemble Search for Uncertainty Estimation and Dataset Shift 2020
  • NAS-Bench-1Shot1: Benchmarking and Dissecting One-shot Neural Architecture Search.  arXiv (Cornell University). 2020
  • Meta-Learning of Neural Architectures for Few-Shot Learning 2019
  • Best Practices for Scientific Research on Neural Architecture Search.  arXiv (Cornell University). 2019
  • NAS-Bench-101: Towards Reproducible Neural Architecture Search.  arXiv (Cornell University). 2019
  • Neural Architecture Search: A Survey.  arXiv (Cornell University). 2018
  • Efficient Multi-objective Neural Architecture Search via Lamarckian Evolution.  arXiv (Cornell University). 2018

• chapter

  • Efficient Automated Deep Learning for Time Series Forecasting.  Lecture Notes in Computer Science. 664-680. 2023
  • Correction to: Neural Architecture Search.  The Springer series on challenges in machine learning. C1-C1. 2019
  • Neural Architecture Search.  The Springer series on challenges in machine learning. 63-77. 2019

• conference paper

  • How Powerful are Performance Predictors in Neural Architecture Search.  Neural Information Processing Systems. 2021
  • NAS-Bench-x11 and the Power of Learning Curves.  Neural Information Processing Systems. 2021
  • NAS-BENCH-1SHOT1: BENCHMARKING AND DISSECTING ONE-SHOT NEURAL ARCHITECTURE SEARCH.  International Conference on Learning Representations. 2020
  • NAS-Bench-101: Towards Reproducible Neural Architecture Search.  International Conference on Machine Learning. 7105-7114. 2019
  • Efficient Multi-Objective Neural Architecture Search via Lamarckian Evolution..  International Conference on Learning Representations. 2018