Cover Image

VADER: A Variational Autoencoder to Infer Planetary Masses and Gas-Dust Disk Properties Around Young Stars

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Mahmud, Sayed Shafaat, Auddy, Sayantan, Turner, Neal, Bary, Jeffrey S.
Format:	Preprint
Published:	2025
Subjects:	Earth and Planetary Astrophysics Instrumentation and Methods for Astrophysics Machine Learning
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Inferring Planet and Disk Parameters from Protoplanetary Disk Images Using a Variational Autoencoder
by: Mahmud, Sayed Shafaat, et al.
Published: (2025)

Observational Signatures of Planetary Tidal Disruption Events Around Solar-Mass Stars
by: Montesinos, Matías, et al.
Published: (2026)

Probing Dust and Gas Properties Using Ringed Disks
by: Lee, Eve J.
Published: (2024)

The ALMA Survey of Gas Evolution of PROtoplanetary Disks (AGE-PRO): II. Dust and Gas Disk Properties in the Ophiuchus Star-forming Region
by: Ruíz-Rodríguez, Dary A., et al.
Published: (2025)

The ALMA Survey of Gas Evolution of PROtoplanetary Disks (AGE-PRO): IV. Dust and Gas Disk Properties in the Upper Scorpius Star-forming Region
by: Agurto-Gangas, Carolina, et al.
Published: (2025)

Secret of Longevity: Protoplanetary Disks as a Source of Gas in Debris Disks
by: Ooyama, Wataru, et al.
Published: (2024)

The ALMA Survey of Gas Evolution of PROtoplanetary Disks (AGE-PRO): III. Dust and Gas Disk Properties in the Lupus Star-forming Region
by: Deng, Dingshan, et al.
Published: (2025)

Broadening the Canonical Picture of EUV-Driven Photoevaporation of Accretion Disks
by: Nakatani, Riouhei, et al.
Published: (2024)

Streaming Torque in Dust-Gas Coupled Protoplanetary Disks
by: Hou, Qiang, et al.
Published: (2024)

Planet-induced Gas and Dust Substructure Feedbacks on Disk Thermal Structure
by: Chen, Kan, et al.
Published: (2025)

Viscously Stirring Particle Disks into Lorentzians and Gaussians to Infer Dynamical and Collisional Masses (ARKS XIII)
by: Chiang, Eugene, et al.
Published: (2026)

Observation of an Accreting Planetary-Mass Companion with Signs of Disk-Disk Interaction in Orion
by: Vila, Emilie, et al.
Published: (2025)

The ALMA Survey of Gas Evolution of PROtoplanetary Disks (AGE-PRO): X. Dust Substructures, Disk Geometries, and Dust-disk Radii
by: Vioque, Miguel, et al.
Published: (2025)

Architectures of Planetary Systems II: Trends with Host Star Mass and Metallicity
by: Howe, Alex R., et al.
Published: (2026)

Detection of Hydrocarbons in the Disk around an Actively-Accreting Planetary-Mass Object
by: Flagg, Laura, et al.
Published: (2025)

DiskMINT: Self-Consistent Thermochemical Disk Models with Radially Varying Gas and Dust -- Application to the Massive, CO-Rich Disk of IM Lup
by: Deng, Dingshan, et al.
Published: (2025)

Small and Large Dust Cavities in Disks around mid-M Stars in Taurus
by: Shi, Yangfan, et al.
Published: (2024)

Planet Formation and Disk Chemistry: Dust and Gas Evolution during Planet Formation
by: Perotti, G., et al.
Published: (2024)

Formation of Close-in Neptunes Around Low-Mass Stars Through Breaking Resonant Chains
by: Liveoak, Donald, et al.
Published: (2024)

Dust-Gas Coupling in Turbulence- and MHD Wind-Driven Protoplanetary Disks: Implications for Rocky Planet Formation
by: Yap, Teng Ee, et al.
Published: (2024)

[N I] 10400/10410 Å Lines as Possible Disk Wind Tracers in a Young Intermediate-Mass Star
by: Katoh, Haruki, et al.
Published: (2024)

Molecular Gas Tracers in Young and Old Protoplanetary Disks
by: Anderson, Dana E., et al.
Published: (2024)

Substructures Induced by Dust Drag in Protoplanetary Disks
by: Bi, Jiaqing, et al.
Published: (2026)

Spectroastrometric Survey of Protoplanetary Disks with Inner Dust Cavities
by: Jensen Jr, Stanley K., et al.
Published: (2023)

Measuring Dust Masses of Protoplanetary Disks in Serpens and L1641/L1647 with ALMA
by: Zamudio-Ruvalcaba, Luisa F., et al.
Published: (2025)

Discovery of a Debris Disk Around TWA 20
by: Palatnick, Skyler, et al.
Published: (2025)

Observational Signatures of Circumstellar Gas Tori Formed by Planetary Mass-Loss from Close-In Exoplanets
by: Schreyer, Ethan, et al.
Published: (2026)

The Morphology of Asteroidal Dust Around White Dwarf Stars: Optical and Near-infrared Pulsations in G29-38
by: von Hippel, T., et al.
Published: (2024)

A Chemical Mismatch Between Young Stars and Their Inner Disks
by: Souto, Diogo, et al.
Published: (2026)

Delivery of Dust Particles from Protoplanetary Disks onto Circumplanetary Disks of Giant Planets
by: Maeda, Natsuho, et al.
Published: (2024)

The Influence of the Fractal Dimension on Dust Evolution in Protoplanetary Disks
by: Schöll, J. E., et al.
Published: (2026)

Leaky Dust Traps in Planet-Embedded Protoplanetary Disks
by: Huang, Pinghui, et al.
Published: (2025)

The Dynamics of Infall and Accretion Shocks in the Outer Disk
by: Terebey, Susan, et al.
Published: (2025)

JWST/NIRSpec Reveals the Nested Morphology of Disk Winds from Young Stars
by: Pascucci, Ilaria, et al.
Published: (2024)

The Search for Disk Perturbing Planets Around the Asymmetrical Debris Disk System HD 111520 Using REBOUND
by: Crotts, Katie A., et al.
Published: (2024)

Dust Scattering Albedo at Millimeter-Wavelengths in the TW Hya Disk
by: Yoshida, Tomohiro C., et al.
Published: (2024)

Early Planet Formation in Embedded Disks (eDisk) XIII: Aligned Disks with Non-Settled Dust Around the Newly Resolved Class 0 Protobinary R CrA IRAS 32
by: Encalada, Frankie J., et al.
Published: (2024)

Automated Discovery of Anomalous Features in Ultra-Large Planetary Remote Sensing Datasets using Variational Autoencoders
by: Lesnikowski, Adam, et al.
Published: (2024)

The Role of Thermal Feedback in the Growth of Planetary Cores by Pebble Accretion in Dust Traps
by: Cummins, Daniel P., et al.
Published: (2024)

Peculiar Disk Substructures Associated with the Young Eruptive Star EX Lupi
by: Yamaguchi, Masayuki, et al.
Published: (2025)