Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift

Kavli Affiliate: Zhuo Li | First 5 Authors: Mouxiang Chen, Lefei Shen, Han Fu, Zhuo Li, Jianling Sun | Summary: Recent years have witnessed the success of introducing deep learning models to time series forecasting. From a data generation perspective, we illustrate that existing models are susceptible to distribution shifts driven by temporal contexts, whether […]


Continue.. Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift

Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift

Kavli Affiliate: Zhuo Li | First 5 Authors: Mouxiang Chen, Lefei Shen, Han Fu, Zhuo Li, Jianling Sun | Summary: Recent years have witnessed the success of introducing deep learning models to time series forecasting. From a data generation perspective, we illustrate that existing models are susceptible to distribution shifts driven by temporal contexts, whether […]


Continue.. Calibration of Time-Series Forecasting: Detecting and Adapting Context-Driven Distribution Shift

First Detection and Modeling of Spatially Resolved Ly$α$ in TW Hya

Kavli Affiliate: Gregory J. Herczeg | First 5 Authors: Seok-Jun Chang, Nicole Arulanantham, Max Gronke, Gregory J. Herczeg, Edwin A. Bergin | Summary: Lyman-$alpha$ (Ly$alpha$) is the strongest emission line in UV spectra from T-Tauri stars. Due to its resonant nature, Ly$alpha$ emission carries information about the physical properties of the H I medium via […]


Continue.. First Detection and Modeling of Spatially Resolved Ly$α$ in TW Hya

First Detection and Modeling of Spatially Resolved Ly$α$ in TW Hya

Kavli Affiliate: Gregory J. Herczeg | First 5 Authors: Seok-Jun Chang, Nicole Arulanantham, Max Gronke, Gregory J. Herczeg, Edwin A. Bergin | Summary: Lyman-$alpha$ (Ly$alpha$) is the strongest emission line in the accretion-generated UV spectra from T-Tauri stars and, as such, plays a critical role in regulating chemistry within the surrounding protoplanetary disks. Due to […]


Continue.. First Detection and Modeling of Spatially Resolved Ly$α$ in TW Hya

Water-Rich Disks around Late M-stars Unveiled: Exploring the Remarkable Case of Sz114

Kavli Affiliate: Gregory J. Herczeg | First 5 Authors: Chengyan Xie, Ilaria Pascucci, Feng Long, Klaus M. Pontoppidan, Andrea Banzatti | Summary: We present an analysis of the JWST/MIRI-MRS spectrum of Sz114, an accreting M5 star surrounded by a large dust disk with a gap at ~39au. The spectrum is molecular-rich: we report the detection […]


Continue.. Water-Rich Disks around Late M-stars Unveiled: Exploring the Remarkable Case of Sz114

Water-Rich Disks around Late M-stars Unveiled: Exploring the Remarkable Case of Sz114

Kavli Affiliate: Gregory J. Herczeg | First 5 Authors: Chengyan Xie, Ilaria Pascucci, Feng Long, Klaus M. Pontoppidan, Andrea Banzatti | Summary: We present an analysis of the JDISC JWST/MIRI-MRS spectrum of Sz~114, an accreting M5 star surrounded by a large dust disk with a shallow gap at $sim 39$ au. The spectrum is molecular-rich: […]


Continue.. Water-Rich Disks around Late M-stars Unveiled: Exploring the Remarkable Case of Sz114

Adaptive Fine-tuning based Transfer Learning for the Identification of MGMT Promoter Methylation Status

Kavli Affiliate: Jing Wang | First 5 Authors: Erich Schmitz, Yunhui Guo, Jing Wang, , | Summary: Glioblastoma Multiforme (GBM) is an aggressive form of malignant brain tumor with a generally poor prognosis. Treatment usually includes a mix of surgical resection, radiation therapy, and akylating chemotherapy but, even with these intensive treatments, the 2-year survival […]


Continue.. Adaptive Fine-tuning based Transfer Learning for the Identification of MGMT Promoter Methylation Status

Adaptive Fine-tuning based Transfer Learning for the Identification of MGMT Promoter Methylation Status

Kavli Affiliate: Jing Wang | First 5 Authors: Erich Schmitz, Yunhui Guo, Jing Wang, , | Summary: Glioblastoma Multiforme (GBM) is an aggressive form of malignant brain tumor with a generally poor prognosis. Treatment usually includes a mix of surgical resection, radiation therapy, and akylating chemotherapy but, even with these intensive treatments, the 2-year survival […]


Continue.. Adaptive Fine-tuning based Transfer Learning for the Identification of MGMT Promoter Methylation Status

The JWST Galactic Center Survey — A White Paper

Kavli Affiliate: Lijing Shao | First 5 Authors: Rainer Schoedel, Steve Longmore, Jonny Henshaw, Adam Ginsburg, John Bally | Summary: The inner hundred parsecs of the Milky Way hosts the nearest supermassive black hole, largest reservoir of dense gas, greatest stellar density, hundreds of massive main and post main sequence stars, and the highest volume […]


Continue.. The JWST Galactic Center Survey — A White Paper

The JWST Galactic Center Survey — A White Paper

Kavli Affiliate: Lijing Shao | First 5 Authors: Rainer Schoedel, Steve Longmore, Jonny Henshaw, Adam Ginsburg, John Bally | Summary: The inner hundred parsecs of the Milky Way hosts the nearest supermassive black hole, largest reservoir of dense gas, greatest stellar density, hundreds of massive main and post main sequence stars, and the highest volume […]


Continue.. The JWST Galactic Center Survey — A White Paper