Shuhei Watanabe's Projects
Automatic architecture search and hyperparameter optimization for PyTorch
[IJCAI'23] c-TPE: Tree-structured Parzen Estimator with Inequality Constraints for Expensive Hyperparameter Optimization
[Python3] The visualization for multi-objective optimization based on empirical attainment function.
Numerical integration scheme for sliding lid or lid-driven cavity by mpi4py implementation.
This repository presents how to setup your new Ubuntu machine quickly.
The template project of latex suitable for conference paper writings.
[IJCAI'23] PED-ANOVA: Efficiently Quantifying Hyperparameter Importance in Arbitrary Subspaces
[IJCAI'23] Speeding Up Multi-Objective Hyperparameter Optimization by Task Similarity-Based Meta-Learning for the Tree-Structured Parzen Estimator
[Python3] The simulator for multi-fidelity or parallel optimization using tabular or surrogate benchmarks
The experiment repository for the paper `Fast Benchmarking of Asynchronous Multi-Fidelity Optimization on Zero-Cost Benchmarks` in AutoML Conference 2024.
This solver uses the depth-first search to compute the probabilities of each cell having a mine and I speeded up the code using NumPy and caching. There might be room for improvement in the speed, but my implementation achieves the theoretical performance bound.
NASBench: A Neural Architecture Search Dataset and Benchmark