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Astronomy

Astronomy is the study of everything in the universe beyond Earth’s atmosphere. That includes objects we can see with our naked eyes, like the Sun, the Moon, the planets, and the stars. It also contains objects we can only see with telescopes or other instruments, like faraway galaxies and tiny particles. And it even includes questions about things we can't see, like dark matter and energy.

Papers

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Showing 1–50 of 395 papers

TitleStatusHype
Statistical Machine Learning for Astronomy -- A TextbookCode2
Quantized symbolic time series approximationCode2
Autonomous clustering by fast find of mass and distance peaksCode2
Prediction-Powered InferenceCode2
Chimp: Efficient Lossless Floating Point Compression for Time Series DatabasesCode2
Scaling Language Models: Methods, Analysis & Insights from Training GopherCode2
Self-Normalizing Neural NetworksCode2
Using matrix-product states for time-series machine learningCode1
Flow Matching for Posterior Inference with Simulator FeedbackCode1
CSIM: A Copula-based similarity index sensitive to local changes for Image quality assessmentCode1
Turbulence Strength C_n^2 Estimation from Video using Physics-based Deep LearningCode1
Maven: A Multimodal Foundation Model for Supernova ScienceCode1
Information-driven design of imaging systemsCode1
AstroPT: Scaling Large Observation Models for AstronomyCode1
Light Curve Classification with DistClassiPy: a new distance-based classifierCode1
Radio-astronomical Image Reconstruction with Conditional Denoising Diffusion ModelCode1
Multi-View Symbolic RegressionCode1
Unsupervised Machine Learning for the Classification of Astrophysical X-ray SourcesCode1
PolarRec: Improving Radio Interferometric Data Reconstruction Using Polar CoordinatesCode1
Multi-Class Deep SVDD: Anomaly Detection Approach in Astronomy with Distinct Inlier CategoriesCode1
Physics Constrained Unsupervised Deep Learning for Rapid, High Resolution Scanning Coherent Diffraction ReconstructionCode1
Forecasting Irregularly Sampled Time Series using GraphsCode1
Astroformer: More Data Might not be all you need for ClassificationCode1
The Tiny Time-series Transformer: Low-latency High-throughput Classification of Astronomical Transients using Deep Model CompressionCode1
Eryn : A multi-purpose sampler for Bayesian inferenceCode1
A deep-learning search for technosignatures of 820 nearby starsCode1
A Benchmark and Dataset for Post-OCR text correction in SanskritCode1
Supernova Light Curves Approximation based on Neural Network ModelsCode1
Rethinking data-driven point spread function modeling with a differentiable optical modelCode1
Fully Adaptive Bayesian Algorithm for Data Analysis, FABADACode1
Wiener Guided DIP for Unsupervised Blind Image DeconvolutionCode1
Photon Limited Non-Blind Deblurring Using Algorithm UnrollingCode1
Practical Galaxy Morphology Tools from Deep Supervised Representation LearningCode1
AutoPhaseNN: Unsupervised Physics-aware Deep Learning of 3D Nanoscale Bragg Coherent Diffraction ImagingCode1
An Experience Report on Machine Learning Reproducibility: Guidance for Practitioners and TensorFlow Model Garden ContributorsCode1
Unsupervised Resource Allocation with Graph Neural NetworksCode1
Enhanced Hyperspectral Image Super-Resolution via RGB Fusion and TV-TV MinimizationCode1
DeepMerge II: Building Robust Deep Learning Algorithms for Merging Galaxy Identification Across DomainsCode1
Self-Supervised Representation Learning for Astronomical ImagesCode1
Simulation-efficient marginal posterior estimation with swyft: stop wasting your precious timeCode1
Classification of Periodic Variable Stars with Novel Cyclic-Permutation Invariant Neural NetworksCode1
Very Fast Streaming Submodular Function MaximizationCode1
Extracting the main trend in a dataset: the Sequencer algorithmCode1
Real-time 3D Nanoscale Coherent Imaging via Physics-aware Deep LearningCode1
Convolutional neural networks: a magic bullet for gravitational-wave detection?Code1
Efficient Optimization of Echo State Networks for Time Series DatasetsCode1
Robust And Scalable Learning Of Complex Dataset Topologies Via ElpigraphCode1
Deep Convolutional Denoising of Low-Light ImagesCode1
Can AI Dream of Unseen Galaxies? Conditional Diffusion Model for Galaxy Morphology AugmentationCode0
Exoplanet Classification through Vision Transformers with Temporal Image Analysis—0
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