TrDosePred: A deep learning dose prediction algorithm based on transformers for head and neck cancer radiotherapy.
Sign Up to like & getrecommendations! Published in 2023 at "Journal of applied clinical medical physics"
DOI: 10.1002/acm2.13942
Abstract: BACKGROUND Intensity-Modulated Radiation Therapy (IMRT) has been the standard of care for many types of tumors. However, treatment planning for IMRT is a time-consuming and labor-intensive process. PURPOSE To alleviate this tedious planning process, a… read more here.
Keywords: prediction algorithm; head neck; based transformers; prediction ... See more keywords
Unsupervised Learning of Temporal Abstractions With Slot-Based Transformers
Sign Up to like & getrecommendations! Published in 2022 at "Neural Computation"
DOI: 10.48550/arxiv.2203.13573
Abstract: Abstract The discovery of reusable subroutines simplifies decision making and planning in complex reinforcement learning problems. Previous approaches propose to learn such temporal abstractions in an unsupervised fashion through observing state-action trajectories gathered from executing… read more here.
Keywords: learning temporal; based transformers; abstractions slot; temporal abstractions ... See more keywords