Adversarial autoencoder ensemble for fast and probabilistic reconstructions of few-shot photon correlation functions for solid-state quantum emitters

AH Proppe, KLK Lee, CL Cortes, M Saif, DB Berkinsky… - Physical Review B, 2022 - APS
Second-order photon correlation measurements [g (2)(τ) functions] are widely used to
classify single-photon emission purity in quantum emitters or to measure the multiexciton …

Benchopt: Reproducible, efficient and collaborative optimization benchmarks

T Moreau, M Massias, A Gramfort… - Advances in …, 2022 - proceedings.neurips.cc
Numerical validation is at the core of machine learning research as it allows us to assess the
actual impact of new methods, and to confirm the agreement between theory and practice …

Modeling the Multi-mode Distribution in Self-Supervised Language Models

HS Chang - 2022 - scholarworks.umass.edu
Self-supervised large language models (LMs) have become a highly-influential and
foundational tool for many NLP models. For this reason, their expressivity is an important …

Visual determination of lane type for micromobility

J Puig Rabat - 2022 - upcommons.upc.edu
In this work we present the process of developing a machine learning model that detects the
lane type for micromobility vehicles from the images captured with a mobile. This model will …

Lane type classification using efficient networks

MI Remacha - 2022 - upcommons.upc.edu
This thesis presents the result of the research, analysis and development of algorithms
based on efficient deep convolutional networks. The goal of the project is that the algorithms …