Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for training a neural network to perform a machine learning task through reinforcement learning. In one aspect, the training uses importance weights generated using standardized absolute deviations of quality scores generated by the neural network for candidate network outputs.

Abstract: An improved technique of utilizing a centralized control protocol for lighting devices such as DALI. A technique is disclosed for utilizing such protocols in a wireless environment. The first step involves associating particular slave devices with a specified master control device, and a second step involves associating specific functions within the master device with specific slave devices.

Abstract: An improved technique of utilizing a centralized control protocol for lighting devices such as DALI. A technique is disclosed for utilizing such protocols in a wireless environment. The first step involves associating particular slave devices with a specified master control device, and a second step involves associating specific functions within the master device with specific slave devices.

Abstract: The invention relates to a method for transmitting packet data in a cellular system. The number of time slots in a TDMA frame dedicated for packet transmission varies according to transmission needs and each logical channel consisting of corresponding time slots in consecutive TDMA frames is independent of the other logical channels. A data packet is encoded in an information channel frame consisting of N-1 information bursts, and between the frames there can be an acknowledge/retransmission request burst (ARQ) reporting that a received frame was error-free or requesting retransmission. Thus, the information channel consists of repeated sequences of N bursts. Also disclosed are the structure of a packet paging burst (PP), packet random access burst (PRA), packet access grant burst (PAG), acknowledge/retransmission request burst (ARQ) as well as the use of the bursts in starting and maintaining the transmission.