Amol Mandhane
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View article: MuZero with Self-competition for Rate Control in VP9 Video Compression
MuZero with Self-competition for Rate Control in VP9 Video Compression Open
Video streaming usage has seen a significant rise as entertainment, education, and business increasingly rely on online video. Optimizing video compression has the potential to increase access and quality of content to users, and reduce en…
View article: Online and Offline Reinforcement Learning by Planning with a Learned Model
Online and Offline Reinforcement Learning by Planning with a Learned Model Open
Learning efficiently from small amounts of data has long been the focus of model-based reinforcement learning, both for the online case when interacting with the environment and the offline case when learning from a fixed dataset. However,…
View article: Online and Offline Reinforcement Learning by Planning with a Learned Model
Online and Offline Reinforcement Learning by Planning with a Learned Model Open
Learning efficiently from small amounts of data has long been the focus of model-based reinforcement learning, both for the online case when interacting with the environment and the offline case when learning from a fixed dataset. However,…
View article: Skillful Precipitation Nowcasting using Deep Generative Models of Radar
Skillful Precipitation Nowcasting using Deep Generative Models of Radar Open
Precipitation nowcasting, the high-resolution forecasting of precipitation up to two hours ahead, supports the real-world socio-economic needs of many sectors reliant on weather-dependent decision-making. State-of-the-art operational nowca…