Search Results for author: Justas Dauparas

Found 3 papers, 2 papers with code

Iterative SE(3)-Transformers

2 code implementations26 Feb 2021 Fabian B. Fuchs, Edward Wagstaff, Justas Dauparas, Ingmar Posner

Motivated by this application, we implement an iterative version of the SE(3)-Transformer, an SE(3)-equivariant attention-based model for graph data.

Protein Structure Prediction

Unified framework for modeling multivariate distributions in biological sequences

2 code implementations6 Jun 2019 Justas Dauparas, Haobo Wang, Avi Swartz, Peter Koo, Mor Nitzan, Sergey Ovchinnikov

Revealing the functional sites of biological sequences, such as evolutionary conserved, structurally interacting or co-evolving protein sites, is a fundamental, and yet challenging task.

Quantitative Methods

Depth and nonlinearity induce implicit exploration for RL

no code implementations29 May 2018 Justas Dauparas, Ryota Tomioka, Katja Hofmann

The question of how to explore, i. e., take actions with uncertain outcomes to learn about possible future rewards, is a key question in reinforcement learning (RL).

Q-Learning reinforcement-learning +1

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