Search Results for author: Elena Orlova

Found 7 papers, 4 papers with code

Training neural operators to preserve invariant measures of chaotic attractors

1 code implementation NeurIPS 2023 Ruoxi Jiang, Peter Y. Lu, Elena Orlova, Rebecca Willett

In this paper, we propose an alternative framework designed to preserve invariant measures of chaotic attractors that characterize the time-invariant statistical properties of the dynamics.

Contrastive Learning

Deep Stochastic Mechanics

2 code implementations31 May 2023 Elena Orlova, Aleksei Ustimenko, Ruoxi Jiang, Peter Y. Lu, Rebecca Willett

This paper introduces a novel deep-learning-based approach for numerical simulation of a time-evolving Schr\"odinger equation inspired by stochastic mechanics and generative diffusion models.

Beyond Ensemble Averages: Leveraging Climate Model Ensembles for Subseasonal Forecasting

1 code implementation29 Nov 2022 Elena Orlova, Haokun Liu, Raphael Rossellini, Benjamin Cash, Rebecca Willett

This study explores an application of machine learning (ML) models as post-processing tools for subseasonal forecasting.

Feature Importance regression

Comparing the costs of abstraction for DL frameworks

no code implementations13 Dec 2020 Maksim Levental, Elena Orlova

High level abstractions for implementing, training, and testing Deep Learning (DL) models abound.

Translation

Tensorized Embedding Layers

no code implementations Findings of the Association for Computational Linguistics 2020 Oleksii Hrinchuk, Valentin Khrulkov, Leyla Mirvakhabova, Elena Orlova, Ivan Oseledets

The embedding layers transforming input words into real vectors are the key components of deep neural networks used in natural language processing.

Tensorized Embedding Layers for Efficient Model Compression

1 code implementation30 Jan 2019 Oleksii Hrinchuk, Valentin Khrulkov, Leyla Mirvakhabova, Elena Orlova, Ivan Oseledets

The embedding layers transforming input words into real vectors are the key components of deep neural networks used in natural language processing.

Language Modelling Machine Translation +2

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