Sam Sinai

According to our database, Sam Sinai authored at least 6 papers between 2017 and 2023.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

2023

Beyond the training set: an intuitive method for detecting distribution shift in model-based optimization.

Farhan Damani, David H. Brookes, Theodore Sternlieb, Cameron Webster, Stephen Malina, Rishi Jajoo, Kathy Lin, Sam Sinai

CoRR, 2023

Contrastive losses as generalized models of global epistasis.

David H. Brookes, Jakub Otwinowski, Sam Sinai

CoRR, 2023

2022

Forecasting labels under distribution-shift for machine-guided sequence design.

Lauren Berk Wheelock, Stephen Malina, Jeffrey Gerold, Sam Sinai

Proceedings of the Machine Learning in Computational Biology, 21-22 November 2022, Online, 2022

2020

A primer on model-guided exploration of fitness landscapes for biological sequence design.

Sam Sinai, Eric D. Kelsic

CoRR, 2020

AdaLead: A simple and robust adaptive greedy search algorithm for sequence design.

Sam Sinai, Richard Wang, Alexander Whatley, Stewart Slocum, Elina Locane, Eric D. Kelsic

CoRR, 2020

2017

Variational auto-encoding of protein sequences.

Sam Sinai, Eric D. Kelsic, George M. Church, Martin A. Nowak

CoRR, 2017