IAUS368: ML Pitfalls
NameAbs no.Title
Aisha Alowais713Neural Networks for Meteorite and Meteor Recognition
Amelia Yu1360Deep learning proves to be an effective tool for detecting previously undiscovered exoplanets in Kepler data
Anupam Bhardwaj760Predicting Physical Parameters of Cepheid and RR Lyrae variables in an Instant with Machine Learning
Atila Poro2845Investigation of the orbital period and mass relations for W UMa-type contact systems
Atrideb Chatterjee1529ANN based MCMC pipeline for constraining cosmological and astrophysical parameters using EoR observations
Connor Bottrell1921Unraveling galaxy merger histories with deep learning
Dominic Adams2801Combining citizen science and machine learning strategies to enable Galaxy Zoo: Clump Scout science
Dongjin Lee2605How and why TDA improves CNN: Transient vs Bogus classifications
Eunsu Park2553Application of image translation methods based on deep learning to denoising solar magnetograms
Garreth Martin2514Versatile morphological classification for the next generation of large surveys
Gor Mikayelyan888Astronomical objects classification based on the Digitized First Byurakan Survey low-dispersion spectra
Guillermo Torralba Elipe1676A Machine Learning-based DPAC algorithm for Gaia RVS spectra parameterization
Hanwool Koo334Bayesian vs frequentist: comparing Bayesian model selection with a frequentist approach using the iterative smoothing method
Jaehan Bae670KPSFinder: a machine learning-based exoplanet searching tool
Jinkoo Yim25493-day Forecasting of Global TEC Maps Using a Deep Learning Model
Joeri Van Leeuwen2470CORTEX - the Center for Optimal, Real-Time Machine Studies of the Explosive Universe
Johan Knapen2784Deep Learning and numerical simulations to infer the evolution of MaNGA galaxies
John Eduard Martínez Fernández3162Clustering analysis with stellar photometric data
John Hefele3283Machine Learning for Hazardous Small Solar System Body Detection
Josef Durech2415Machine-learning detection of false-positive solutions in the inversion of asteroid sparse-in time photometry
Kakeru Fukumitsu3306Image Restoration based on Deep Learning for High-Resolution Solar Images
Krisztián Vida1260Flare detection with different machine learning methods
Kyungmin Kim557Deep Learning-based Search for Lensed Gravitational-Wave Signals from Binary Black Hole Events in GWTC-1 and -2
Laurent Eyer2489Revealing celestial variable sources with Gaia DR3
Marco Álvarez1730Unsupervised clustering visualisation tool for Gaia DR3
Marc Huertas-Company2857Unveiling the morphologies of z>3 with JWST and self-supervised learning
Margherita Grespan1299A study on representation of Gravitational Waves Data for Convolutional Neural Network
Maria Luisa Buzzo1405A survey of stellar populations in Ultra-Diffuse Galaxies (UDGs) in the era of LSST and JWST: the role of machine learning in finding and characterising UDGs.
Marian Douspis2053Retrieving cosmological information from clusters and hot diffuse gas in CMB small scales using machine learning emulator of power spectrum
Mark Birkinshaw2276Radio image segmentation with variational autoencoders: application to SKA Data Challenge 1
Michel Cure1678Bayesian deconvolution of a rotating spectral line profile to a non-rotating one
Monika Soraisam2563A classification algorithm for time-domain novelties in preparation for LSST alerts
Médéric Boquien1551Accelerating spectro-photometric modeling for next-generation massive surveys
Nahathai Tanakul2637Searching for Globular Cluster Candidates around M81, M82, NGC3077 Using Machine Learning Techniques
Nahathai Tanakul1177Features Selection and Imbalance Learning in Automatic Variable Star Classification
Nicolás Vásquez998Computational techniques for high energy astrophysics and medical image processing
Oliver Boersma1701Efficient neural network emulation of complex physical models for gamma-ray burst afterglows
Pablo Manuel Sánchez Alarcón2643Fully Adaptive Bayesian Algorithm for Data Analysis. FABADA
Rodrigo Calderon2580Joint reconstructions of growth and expansion histories with Gaussian Processes: Dark Energy beyond Λ
Ryohtaroh Ishikawa2614Multi-scale deep learning for estimating horizontal velocity fields on the solar surface
SYED NAJAMUL HASAN1692Is GMM effective in membership determination of Open Clusters?
Sandor Pinter2250High-redshift galaxy cluster candidates from Subaru HSC photometric redshifts
Sandor Pinter2248Can the distance of GRBs be estimated using machine learning?
SangHoon Oh3384Deep Learning Classification of Noise Transients using Multi-Scale Neural Networks applied to LIGO’s Auxiliary Channel Data
Satadru Bag3265Detecting Strong Lensed Quasars and Measuring their Time Delays from the Unresolved Light Curves
Se Yeon Hwang3055Deep Learning Approaches to Large Scale Structure Cosmology
Seong-Heon Lee2670CNN-TDA Net : Focus adjustment toward persistent topological signal of point-source.
Sergen Ozdemir3161Searching for similar stars in large spectroscopic datasets with machine learning
Simon Anghel1437Machine Learning Tools Applied to All-Sky Astroclimate Analysis in Romania
Sirinrat Sithajan912Applied Machine Learning Models for Identifying Spectral Sub-Types of M Dwarfs from Photometric Surveys
Suk Kim3307Development of an image similarity retrieval engine using Convolutional Neural Network for automating galaxy morphology classification
Sumi Kim1380Cosmological Information from Higher Order Clustering Statistics
Tomasz Różański2348Stellar spectra classification and clustering using deep learning
Vitor Cernic1043Stellar Population Photometric Synthesis with AI of S-PLUS galaxies
William Pearson2124Data pre-extraction for better classification of galaxy mergers
Wuhyun Sohn2582Reconstructing the early universe using CMB temperature and polarization